Dataset statistics
| Number of variables | 108 |
|---|---|
| Number of observations | 1827125 |
| Missing cells | 17323043 |
| Missing cells (%) | 8.8% |
| Total size in memory | 1.5 GiB |
| Average record size in memory | 864.0 B |
Variable types
| Numeric | 85 |
|---|---|
| Categorical | 23 |
policy_code has constant value "1" | Constant |
emp_title has a high cardinality: 401005 distinct values | High cardinality |
issue_d has a high cardinality: 72 distinct values | High cardinality |
title has a high cardinality: 29126 distinct values | High cardinality |
zip_code has a high cardinality: 951 distinct values | High cardinality |
addr_state has a high cardinality: 51 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 743 distinct values | High cardinality |
last_pymnt_d has a high cardinality: 73 distinct values | High cardinality |
last_credit_pull_d has a high cardinality: 75 distinct values | High cardinality |
pymnt_plan is highly imbalanced (> 99.9%) | Imbalance |
title is highly imbalanced (81.7%) | Imbalance |
next_pymnt_d is highly imbalanced (99.8%) | Imbalance |
last_credit_pull_d is highly imbalanced (57.1%) | Imbalance |
application_type is highly imbalanced (68.8%) | Imbalance |
hardship_flag is highly imbalanced (> 99.9%) | Imbalance |
disbursement_method is highly imbalanced (76.8%) | Imbalance |
debt_settlement_flag is highly imbalanced (92.4%) | Imbalance |
emp_title has 134953 (7.4%) missing values | Missing |
emp_length has 119754 (6.6%) missing values | Missing |
title has 18826 (1.0%) missing values | Missing |
mths_since_last_delinq has 932516 (51.0%) missing values | Missing |
mths_since_last_record has 1532158 (83.9%) missing values | Missing |
next_pymnt_d has 998994 (54.7%) missing values | Missing |
mths_since_last_major_derog has 1346127 (73.7%) missing values | Missing |
open_acc_6m has 642717 (35.2%) missing values | Missing |
open_act_il has 642716 (35.2%) missing values | Missing |
open_il_12m has 642716 (35.2%) missing values | Missing |
open_il_24m has 642716 (35.2%) missing values | Missing |
mths_since_rcnt_il has 679739 (37.2%) missing values | Missing |
total_bal_il has 642716 (35.2%) missing values | Missing |
il_util has 815757 (44.6%) missing values | Missing |
open_rv_12m has 642716 (35.2%) missing values | Missing |
open_rv_24m has 642716 (35.2%) missing values | Missing |
max_bal_bc has 642716 (35.2%) missing values | Missing |
all_util has 642907 (35.2%) missing values | Missing |
inq_fi has 642716 (35.2%) missing values | Missing |
total_cu_tl has 642717 (35.2%) missing values | Missing |
inq_last_12m has 642717 (35.2%) missing values | Missing |
bc_open_to_buy has 20443 (1.1%) missing values | Missing |
bc_util has 21354 (1.2%) missing values | Missing |
mo_sin_old_il_acct has 56895 (3.1%) missing values | Missing |
mths_since_recent_bc has 19238 (1.1%) missing values | Missing |
mths_since_recent_bc_dlq has 1396890 (76.5%) missing values | Missing |
mths_since_recent_inq has 206528 (11.3%) missing values | Missing |
mths_since_recent_revol_delinq has 1216894 (66.6%) missing values | Missing |
num_tl_120dpd_2m has 68149 (3.7%) missing values | Missing |
percent_bc_gt_75 has 20805 (1.1%) missing values | Missing |
annual_inc is highly skewed (γ1 = 494.6256979) | Skewed |
dti is highly skewed (γ1 = 29.45250626) | Skewed |
total_rec_late_fee is highly skewed (γ1 = 23.6143367) | Skewed |
acc_now_delinq is highly skewed (γ1 = 23.19662341) | Skewed |
tot_coll_amt is highly skewed (γ1 = 832.2847402) | Skewed |
total_rev_hi_lim is highly skewed (γ1 = 35.97309408) | Skewed |
delinq_amnt is highly skewed (γ1 = 93.79664799) | Skewed |
num_tl_120dpd_2m is highly skewed (γ1 = 54.07373823) | Skewed |
num_tl_30dpd is highly skewed (γ1 = 22.79268121) | Skewed |
tax_liens is highly skewed (γ1 = 25.83376408) | Skewed |
delinq_2yrs has 1484599 (81.3%) zeros | Zeros |
inq_last_6mths has 1136952 (62.2%) zeros | Zeros |
pub_rec has 1532158 (83.9%) zeros | Zeros |
out_prncp has 1004034 (55.0%) zeros | Zeros |
out_prncp_inv has 1004034 (55.0%) zeros | Zeros |
total_rec_late_fee has 1774112 (97.1%) zeros | Zeros |
recoveries has 1739353 (95.2%) zeros | Zeros |
collection_recovery_fee has 1741597 (95.3%) zeros | Zeros |
collections_12_mths_ex_med has 1796059 (98.3%) zeros | Zeros |
acc_now_delinq has 1819843 (99.6%) zeros | Zeros |
tot_coll_amt has 1548464 (84.7%) zeros | Zeros |
open_acc_6m has 537778 (29.4%) zeros | Zeros |
open_act_il has 141255 (7.7%) zeros | Zeros |
open_il_12m has 649927 (35.6%) zeros | Zeros |
open_il_24m has 322930 (17.7%) zeros | Zeros |
total_bal_il has 135208 (7.4%) zeros | Zeros |
open_rv_12m has 440234 (24.1%) zeros | Zeros |
open_rv_24m has 192876 (10.6%) zeros | Zeros |
max_bal_bc has 30363 (1.7%) zeros | Zeros |
inq_fi has 594798 (32.6%) zeros | Zeros |
total_cu_tl has 640027 (35.0%) zeros | Zeros |
inq_last_12m has 344818 (18.9%) zeros | Zeros |
acc_open_past_24mths has 84151 (4.6%) zeros | Zeros |
bc_open_to_buy has 24345 (1.3%) zeros | Zeros |
bc_util has 23267 (1.3%) zeros | Zeros |
chargeoff_within_12_mths has 1812911 (99.2%) zeros | Zeros |
delinq_amnt has 1821205 (99.7%) zeros | Zeros |
mo_sin_rcnt_rev_tl_op has 27549 (1.5%) zeros | Zeros |
mo_sin_rcnt_tl has 28524 (1.6%) zeros | Zeros |
mort_acc has 759908 (41.6%) zeros | Zeros |
mths_since_recent_inq has 135908 (7.4%) zeros | Zeros |
num_accts_ever_120_pd has 1409969 (77.2%) zeros | Zeros |
num_actv_bc_tl has 41797 (2.3%) zeros | Zeros |
num_bc_sats has 19544 (1.1%) zeros | Zeros |
num_il_tl has 57013 (3.1%) zeros | Zeros |
num_tl_120dpd_2m has 1757916 (96.2%) zeros | Zeros |
num_tl_30dpd has 1822304 (99.7%) zeros | Zeros |
num_tl_90g_dpd_24m has 1730369 (94.7%) zeros | Zeros |
num_tl_op_past_12m has 352610 (19.3%) zeros | Zeros |
percent_bc_gt_75 has 506169 (27.7%) zeros | Zeros |
pub_rec_bankruptcies has 1602654 (87.7%) zeros | Zeros |
tax_liens has 1773569 (97.1%) zeros | Zeros |
total_bc_limit has 20805 (1.1%) zeros | Zeros |
total_il_high_credit_limit has 219702 (12.0%) zeros | Zeros |
loan_status_dv has 133526 (7.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-27 04:46:57.515625 |
|---|---|
| Analysis finished | 2023-02-27 04:47:16.091473 |
| Duration | 18.58 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
loan_amnt
Real number (ℝ)
| Distinct | 1561 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15104.92001 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3300 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9232.36546 |
|---|---|
| Coefficient of variation (CV) | 0.6112157796 |
| Kurtosis | -0.1271416889 |
| Mean | 15104.92001 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.77717064 |
| Sum | 2.759857698 × 1010 |
| Variance | 85236571.99 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 153605 | 8.4% |
| 20000 | 107197 | 5.9% |
| 15000 | 100974 | 5.5% |
| 12000 | 98246 | 5.4% |
| 35000 | 69744 | 3.8% |
| 5000 | 69198 | 3.8% |
| 8000 | 61024 | 3.3% |
| 6000 | 58359 | 3.2% |
| 25000 | 54033 | 3.0% |
| 16000 | 53982 | 3.0% |
| Other values (1551) | 1000763 |
| Value | Count | Frequency (%) |
| 1000 | 8063 | |
| 1025 | 30 | < 0.1% |
| 1050 | 39 | < 0.1% |
| 1075 | 18 | < 0.1% |
| 1100 | 210 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 28696 | |
| 39975 | 8 | < 0.1% |
| 39950 | 9 | < 0.1% |
| 39925 | 13 | < 0.1% |
| 39900 | 20 | < 0.1% |
funded_amnt
Real number (ℝ)
| Distinct | 1561 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15104.90593 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3300 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9232.365718 |
|---|---|
| Coefficient of variation (CV) | 0.6112163664 |
| Kurtosis | -0.1271370033 |
| Mean | 15104.90593 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7771741735 |
| Sum | 2.759855125 × 1010 |
| Variance | 85236576.75 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 153607 | 8.4% |
| 20000 | 107194 | 5.9% |
| 15000 | 100974 | 5.5% |
| 12000 | 98246 | 5.4% |
| 35000 | 69744 | 3.8% |
| 5000 | 69197 | 3.8% |
| 8000 | 61024 | 3.3% |
| 6000 | 58359 | 3.2% |
| 25000 | 54032 | 3.0% |
| 16000 | 53982 | 3.0% |
| Other values (1551) | 1000766 |
| Value | Count | Frequency (%) |
| 1000 | 8063 | |
| 1025 | 30 | < 0.1% |
| 1050 | 39 | < 0.1% |
| 1075 | 18 | < 0.1% |
| 1100 | 210 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 28696 | |
| 39975 | 8 | < 0.1% |
| 39950 | 9 | < 0.1% |
| 39925 | 13 | < 0.1% |
| 39900 | 20 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
| Distinct | 1582 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15099.90817 |
| Minimum | 725 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 725 |
|---|---|
| 5-th percentile | 3300 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39275 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9230.35218 |
|---|---|
| Coefficient of variation (CV) | 0.6112853188 |
| Kurtosis | -0.1267270516 |
| Mean | 15099.90817 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7773471563 |
| Sum | 2.758941972 × 1010 |
| Variance | 85199401.36 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 147388 | 8.1% |
| 20000 | 100066 | 5.5% |
| 15000 | 95100 | 5.2% |
| 12000 | 93425 | 5.1% |
| 5000 | 67714 | 3.7% |
| 35000 | 62406 | 3.4% |
| 8000 | 58865 | 3.2% |
| 6000 | 56964 | 3.1% |
| 16000 | 50927 | 2.8% |
| 25000 | 50559 | 2.8% |
| Other values (1572) | 1043711 |
| Value | Count | Frequency (%) |
| 725 | 5 | < 0.1% |
| 750 | 36 | |
| 775 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 850 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 27324 | |
| 39975 | 530 | < 0.1% |
| 39950 | 180 | < 0.1% |
| 39925 | 50 | < 0.1% |
| 39900 | 25 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| 36 months | |
|---|---|
| 60 months |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 1308593 | |
| 60 months | 518532 | 28.4% |
Common Values (Plot)
int_rate
Real number (ℝ)
| Distinct | 356 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.92466571 |
| Minimum | 5.31 |
|---|---|
| Maximum | 30.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.39 |
| Q1 | 9.44 |
| median | 12.49 |
| Q3 | 15.61 |
| 95-th percentile | 21.97 |
| Maximum | 30.99 |
| Range | 25.68 |
| Interquartile range (IQR) | 6.17 |
Descriptive statistics
| Standard deviation | 4.797678568 |
|---|---|
| Coefficient of variation (CV) | 0.3712033005 |
| Kurtosis | 0.6563715229 |
| Mean | 12.92466571 |
| Median Absolute Deviation (MAD) | 3.1 |
| Skewness | 0.7945645918 |
| Sum | 23614979.83 |
| Variance | 23.01771964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.99 | 45205 | 2.5% |
| 5.32 | 41983 | 2.3% |
| 10.99 | 36884 | 2.0% |
| 13.99 | 34417 | 1.9% |
| 11.49 | 26387 | 1.4% |
| 7.89 | 24859 | 1.4% |
| 16.99 | 24548 | 1.3% |
| 12.99 | 24158 | 1.3% |
| 9.17 | 24043 | 1.3% |
| 14.99 | 20670 | 1.1% |
| Other values (346) | 1523971 |
| Value | Count | Frequency (%) |
| 5.31 | 7796 | 0.4% |
| 5.32 | 41983 | |
| 5.93 | 1585 | 0.1% |
| 6 | 565 | < 0.1% |
| 6.03 | 7677 | 0.4% |
| Value | Count | Frequency (%) |
| 30.99 | 568 | |
| 30.94 | 540 | |
| 30.89 | 513 | |
| 30.84 | 547 | |
| 30.79 | 1210 |
installment
Real number (ℝ)
| Distinct | 86800 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446.8588669 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 111.51 |
| Q1 | 252.39 |
| median | 378.07 |
| Q3 | 595.13 |
| 95-th percentile | 988.42 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 342.74 |
Descriptive statistics
| Standard deviation | 267.7795379 |
|---|---|
| Coefficient of variation (CV) | 0.599248572 |
| Kurtosis | 0.670051593 |
| Mean | 446.8588669 |
| Median Absolute Deviation (MAD) | 157.86 |
| Skewness | 0.9997070946 |
| Sum | 816467007.2 |
| Variance | 71705.88091 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 3922 | 0.2% |
| 332.1 | 3491 | 0.2% |
| 361.38 | 3258 | 0.2% |
| 327.34 | 2860 | 0.2% |
| 602.3 | 2759 | 0.2% |
| 451.73 | 2753 | 0.2% |
| 329.72 | 2201 | 0.1% |
| 166.05 | 2131 | 0.1% |
| 180.69 | 2111 | 0.1% |
| 240.92 | 2052 | 0.1% |
| Other values (86790) | 1799587 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 23.36 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | |
| 1715.42 | 1 | < 0.1% |
| 1714.54 | 4 | |
| 1691.28 | 2 | |
| 1670.15 | 1 | < 0.1% |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 37690 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | E |
| 3rd row | C |
| 4th row | C |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 545251 | |
| C | 526609 | |
| A | 364225 | |
| D | 252458 | |
| E | 100892 | 5.5% |
| F | 29373 | 1.6% |
| G | 8317 | 0.5% |
Common Values (Plot)
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| C1 | 118570 |
|---|---|
| B4 | 114430 |
| B5 | 114176 |
| B3 | 106164 |
| C2 | 105652 |
| Other values (30) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A5 |
|---|---|
| 2nd row | E5 |
| 3rd row | C5 |
| 4th row | C2 |
| 5th row | B1 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 118570 | 6.5% |
| B4 | 114430 | 6.3% |
| B5 | 114176 | 6.2% |
| B3 | 106164 | 5.8% |
| C2 | 105652 | 5.8% |
| C3 | 105348 | 5.8% |
| B2 | 105251 | 5.8% |
| B1 | 105230 | 5.8% |
| C4 | 102835 | 5.6% |
| C5 | 94204 | 5.2% |
| Other values (25) | 755265 |
emp_title
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 401005 |
|---|---|
| Distinct (%) | 23.7% |
| Missing | 134953 |
| Missing (%) | 7.4% |
| Memory size | 13.9 MiB |
| Teacher | 33007 |
|---|---|
| Manager | 28941 |
| Owner | 18393 |
| Registered Nurse | 13430 |
| RN | 12506 |
| Other values (401000) |
Unique
| Unique | 301662 ? |
|---|---|
| Unique (%) | 17.8% |
Sample
| 1st row | CNC Robotic Welder |
|---|---|
| 2nd row | Information Tech II |
| 3rd row | Engineer |
| 4th row | warehouse |
| 5th row | General manager |
Common Values
| Value | Count | Frequency (%) |
| Teacher | 33007 | 1.8% |
| Manager | 28941 | 1.6% |
| Owner | 18393 | 1.0% |
| Registered Nurse | 13430 | 0.7% |
| RN | 12506 | 0.7% |
| Driver | 12209 | 0.7% |
| Supervisor | 11992 | 0.7% |
| Sales | 10901 | 0.6% |
| Project Manager | 9371 | 0.5% |
| Office Manager | 8319 | 0.5% |
| Other values (400995) | 1533103 | |
| (Missing) | 134953 | 7.4% |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 119754 |
| Missing (%) | 6.6% |
| Memory size | 13.9 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | 10+ years |
| 3rd row | 1 year |
| 4th row | < 1 year |
| 5th row | 4 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 613005 | |
| 2 years | 163893 | 9.0% |
| < 1 year | 152272 | 8.3% |
| 3 years | 145421 | 8.0% |
| 1 year | 118789 | 6.5% |
| 5 years | 111314 | 6.1% |
| 4 years | 108867 | 6.0% |
| 6 years | 81686 | 4.5% |
| 7 years | 74005 | 4.1% |
| 8 years | 73893 | 4.0% |
| (Missing) | 119754 | 6.6% |
home_ownership
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 858 |
| NONE | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MORTGAGE |
|---|---|
| 2nd row | RENT |
| 3rd row | MORTGAGE |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 908212 | |
| RENT | 711059 | |
| OWN | 206992 | 11.3% |
| ANY | 858 | < 0.1% |
| NONE | 4 | < 0.1% |
Common Values (Plot)
annual_inc
Real number (ℝ)
| Distinct | 77785 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78792.04977 |
| Minimum | 0 |
|---|---|
| Maximum | 110000000 |
| Zeros | 1411 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 47000 |
| median | 65000 |
| Q3 | 95000 |
| 95-th percentile | 165000 |
| Maximum | 110000000 |
| Range | 110000000 |
| Interquartile range (IQR) | 48000 |
Descriptive statistics
| Standard deviation | 120752.5452 |
|---|---|
| Coefficient of variation (CV) | 1.532547326 |
| Kurtosis | 411939.4859 |
| Mean | 78792.04977 |
| Median Absolute Deviation (MAD) | 22000 |
| Skewness | 494.6256979 |
| Sum | 1.439629239 × 1011 |
| Variance | 1.458117716 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 70188 | 3.8% |
| 50000 | 61526 | 3.4% |
| 65000 | 52547 | 2.9% |
| 70000 | 50393 | 2.8% |
| 80000 | 48802 | 2.7% |
| 40000 | 47978 | 2.6% |
| 75000 | 47577 | 2.6% |
| 45000 | 43526 | 2.4% |
| 55000 | 41689 | 2.3% |
| 100000 | 38681 | 2.1% |
| Other values (77775) | 1324218 |
| Value | Count | Frequency (%) |
| 0 | 1411 | |
| 0.36 | 1 | < 0.1% |
| 1 | 39 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000 | 1 | |
| 61000000 | 1 | |
| 10999200 | 1 | |
| 9930475 | 1 | |
| 9757200 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Source Verified |
| 4th row | Source Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 726653 | |
| Not Verified | 608233 | |
| Verified | 492239 |
Common Values (Plot)
issue_d
Categorical
| Distinct | 72 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| Mar-2016 | 51299 |
|---|---|
| Oct-2018 | 41094 |
| Aug-2018 | 40581 |
| Oct-2015 | 40470 |
| May-2018 | 40023 |
| Other values (67) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Nov-2018 |
|---|---|
| 2nd row | Nov-2018 |
| 3rd row | Nov-2018 |
| 4th row | Nov-2018 |
| 5th row | Nov-2018 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2016 | 51299 | 2.8% |
| Oct-2018 | 41094 | 2.2% |
| Aug-2018 | 40581 | 2.2% |
| Oct-2015 | 40470 | 2.2% |
| May-2018 | 40023 | 2.2% |
| Jul-2015 | 38205 | 2.1% |
| Jul-2018 | 37783 | 2.1% |
| Nov-2018 | 37388 | 2.0% |
| Apr-2018 | 37054 | 2.0% |
| Aug-2017 | 36735 | 2.0% |
| Other values (62) | 1426493 |
loan_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| Fully Paid | |
|---|---|
| Current | |
| Charged Off |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Charged Off |
|---|---|
| 2nd row | Charged Off |
| 3rd row | Charged Off |
| 4th row | Charged Off |
| 5th row | Charged Off |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 865468 | |
| Current | 828131 | |
| Charged Off | 133526 | 7.3% |
Common Values (Plot)
pymnt_plan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| n | |
|---|---|
| y | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | n |
|---|---|
| 2nd row | n |
| 3rd row | n |
| 4th row | n |
| 5th row | n |
Common Values
| Value | Count | Frequency (%) |
| n | 1827122 | |
| y | 3 | < 0.1% |
Common Values (Plot)
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 39471 |
| Other values (9) | 95005 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | debt_consolidation |
| 3rd row | debt_consolidation |
| 4th row | home_improvement |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 1030993 | |
| credit_card | 427846 | |
| home_improvement | 122650 | 6.7% |
| other | 111160 | 6.1% |
| major_purchase | 39471 | 2.2% |
| medical | 21874 | 1.2% |
| car | 18458 | 1.0% |
| small_business | 17414 | 1.0% |
| vacation | 12536 | 0.7% |
| moving | 11953 | 0.7% |
| Other values (4) | 12770 | 0.7% |
title
Categorical
HIGH CARDINALITY  IMBALANCE  MISSING 
| Distinct | 29126 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 18826 |
| Missing (%) | 1.0% |
| Memory size | 13.9 MiB |
| Debt consolidation | |
|---|---|
| Credit card refinancing | |
| Home improvement | |
| Other | |
| Major purchase | 37655 |
| Other values (29121) |
Unique
| Unique | 24375 ? |
|---|---|
| Unique (%) | 1.3% |
Sample
| 1st row | Debt consolidation |
|---|---|
| 2nd row | Debt consolidation |
| 3rd row | Debt consolidation |
| 4th row | Home improvement |
| 5th row | Debt consolidation |
Common Values
| Value | Count | Frequency (%) |
| Debt consolidation | 965190 | |
| Credit card refinancing | 400122 | |
| Home improvement | 116412 | 6.4% |
| Other | 107130 | 5.9% |
| Major purchase | 37655 | 2.1% |
| Medical expenses | 21190 | 1.2% |
| Car financing | 17540 | 1.0% |
| Business | 16669 | 0.9% |
| Vacation | 12120 | 0.7% |
| Moving and relocation | 11437 | 0.6% |
| Other values (29116) | 102834 | 5.6% |
| (Missing) | 18826 | 1.0% |
zip_code
Categorical
| Distinct | 951 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 13.9 MiB |
| 750xx | 19152 |
|---|---|
| 945xx | 19062 |
| 112xx | 18833 |
| 606xx | 17116 |
| 300xx | 16620 |
| Other values (946) |
Unique
| Unique | 37 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 852xx |
|---|---|
| 2nd row | 612xx |
| 3rd row | 231xx |
| 4th row | 750xx |
| 5th row | 551xx |
Common Values
| Value | Count | Frequency (%) |
| 750xx | 19152 | 1.0% |
| 945xx | 19062 | 1.0% |
| 112xx | 18833 | 1.0% |
| 606xx | 17116 | 0.9% |
| 300xx | 16620 | 0.9% |
| 331xx | 15112 | 0.8% |
| 070xx | 14564 | 0.8% |
| 770xx | 14210 | 0.8% |
| 891xx | 13728 | 0.8% |
| 330xx | 13553 | 0.7% |
| Other values (941) | 1665174 |
addr_state
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| CA | |
|---|---|
| TX | |
| NY | |
| FL | |
| IL | 74430 |
| Other values (46) |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | AZ |
|---|---|
| 2nd row | IL |
| 3rd row | VA |
| 4th row | TX |
| 5th row | MN |
Common Values
| Value | Count | Frequency (%) |
| CA | 251377 | 13.8% |
| TX | 151206 | 8.3% |
| NY | 148155 | 8.1% |
| FL | 130070 | 7.1% |
| IL | 74430 | 4.1% |
| NJ | 66540 | 3.6% |
| PA | 61897 | 3.4% |
| OH | 61234 | 3.4% |
| GA | 60187 | 3.3% |
| NC | 50772 | 2.8% |
| Other values (41) | 771257 |
dti
Real number (ℝ)
| Distinct | 10314 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1451 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.89208019 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 1255 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5.01 |
| Q1 | 11.93 |
| median | 17.86 |
| Q3 | 24.56 |
| 95-th percentile | 33.97 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.63 |
Descriptive statistics
| Standard deviation | 14.44895572 |
|---|---|
| Coefficient of variation (CV) | 0.7648154984 |
| Kurtosis | 1745.614848 |
| Mean | 18.89208019 |
| Median Absolute Deviation (MAD) | 6.28 |
| Skewness | 29.45250626 |
| Sum | 34490779.6 |
| Variance | 208.7723215 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.8 | 1264 | 0.1% |
| 18 | 1263 | 0.1% |
| 0 | 1255 | 0.1% |
| 14.4 | 1249 | 0.1% |
| 19.2 | 1223 | 0.1% |
| 15.6 | 1215 | 0.1% |
| 13.2 | 1193 | 0.1% |
| 12 | 1176 | 0.1% |
| 21.6 | 1116 | 0.1% |
| 20.4 | 1114 | 0.1% |
| Other values (10304) | 1813606 | |
| (Missing) | 1451 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 1255 | |
| 0.01 | 16 | < 0.1% |
| 0.02 | 22 | < 0.1% |
| 0.03 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 118 | |
| 995.6 | 1 | < 0.1% |
| 995.17 | 1 | < 0.1% |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
delinq_2yrs
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3089728398 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 1484599 |
| Zeros (%) | 81.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8714710749 |
|---|---|
| Coefficient of variation (CV) | 2.820542658 |
| Kurtosis | 74.72615872 |
| Mean | 0.3089728398 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.942427781 |
| Sum | 564532 |
| Variance | 0.7594618344 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1484599 | |
| 1 | 228466 | 12.5% |
| 2 | 66073 | 3.6% |
| 3 | 23965 | 1.3% |
| 4 | 10792 | 0.6% |
| 5 | 5372 | 0.3% |
| 6 | 3062 | 0.2% |
| 7 | 1690 | 0.1% |
| 8 | 994 | 0.1% |
| 9 | 668 | < 0.1% |
| Other values (25) | 1444 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1484599 | |
| 1 | 228466 | 12.5% |
| 2 | 66073 | 3.6% |
| 3 | 23965 | 1.3% |
| 4 | 10792 | 0.6% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 42 | 1 | |
| 39 | 1 | |
| 35 | 1 | |
| 32 | 1 |
earliest_cr_line
Categorical
| Distinct | 743 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| Sep-2004 | 12652 |
|---|---|
| Sep-2003 | 12497 |
| Sep-2005 | 12187 |
| Aug-2003 | 12126 |
| Aug-2004 | 11835 |
| Other values (738) |
Unique
| Unique | 33 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Apr-2011 |
|---|---|
| 2nd row | Nov-2008 |
| 3rd row | Jun-2006 |
| 4th row | Jun-2005 |
| 5th row | Feb-2013 |
Common Values
| Value | Count | Frequency (%) |
| Sep-2004 | 12652 | 0.7% |
| Sep-2003 | 12497 | 0.7% |
| Sep-2005 | 12187 | 0.7% |
| Aug-2003 | 12126 | 0.7% |
| Aug-2004 | 11835 | 0.6% |
| Aug-2005 | 11739 | 0.6% |
| Aug-2002 | 11691 | 0.6% |
| Aug-2006 | 11642 | 0.6% |
| Aug-2001 | 11612 | 0.6% |
| Oct-2003 | 11367 | 0.6% |
| Other values (733) | 1707777 |
inq_last_6mths
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5500332763 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 1136952 |
| Zeros (%) | 62.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8521121568 |
|---|---|
| Coefficient of variation (CV) | 1.5492011 |
| Kurtosis | 4.032155047 |
| Mean | 0.5500332763 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.851604359 |
| Sum | 1004979 |
| Variance | 0.7260951277 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1136952 | |
| 1 | 467651 | |
| 2 | 153931 | 8.4% |
| 3 | 50666 | 2.8% |
| 4 | 12820 | 0.7% |
| 5 | 4436 | 0.2% |
| 6 | 668 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1136952 | |
| 1 | 467651 | |
| 2 | 153931 | 8.4% |
| 3 | 50666 | 2.8% |
| 4 | 12820 | 0.7% |
| Value | Count | Frequency (%) |
| 6 | 668 | < 0.1% |
| 5 | 4436 | 0.2% |
| 4 | 12820 | 0.7% |
| 3 | 50666 | 2.8% |
| 2 | 153931 |
mths_since_last_delinq
Real number (ℝ)
| Distinct | 169 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 932516 |
| Missing (%) | 51.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.56522906 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 1520 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 31 |
| Q3 | 50 |
| 95-th percentile | 74 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.89846148 |
|---|---|
| Coefficient of variation (CV) | 0.6335401812 |
| Kurtosis | -0.6927146651 |
| Mean | 34.56522906 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4604739421 |
| Sum | 30922365 |
| Variance | 479.5426151 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 17021 | 0.9% |
| 13 | 16805 | 0.9% |
| 6 | 16762 | 0.9% |
| 9 | 16507 | 0.9% |
| 7 | 16334 | 0.9% |
| 14 | 16103 | 0.9% |
| 8 | 15901 | 0.9% |
| 15 | 15800 | 0.9% |
| 10 | 15730 | 0.9% |
| 19 | 15443 | 0.8% |
| Other values (159) | 732203 | |
| (Missing) | 932516 |
| Value | Count | Frequency (%) |
| 0 | 1520 | 0.1% |
| 1 | 5835 | |
| 2 | 8005 | |
| 3 | 10671 | |
| 4 | 12682 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 195 | 1 | |
| 192 | 1 | |
| 188 | 2 | |
| 178 | 1 |
mths_since_last_record
Real number (ℝ)
| Distinct | 128 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1532158 |
| Missing (%) | 83.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.46160079 |
| Minimum | 0 |
|---|---|
| Maximum | 127 |
| Zeros | 17 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 55 |
| median | 74 |
| Q3 | 92 |
| 95-th percentile | 113 |
| Maximum | 127 |
| Range | 127 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 26.11482846 |
|---|---|
| Coefficient of variation (CV) | 0.3603954118 |
| Kurtosis | -0.4747686828 |
| Mean | 72.46160079 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.3322906625 |
| Sum | 21373781 |
| Variance | 681.9842654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79 | 4520 | 0.2% |
| 80 | 4507 | 0.2% |
| 77 | 4470 | 0.2% |
| 82 | 4462 | 0.2% |
| 76 | 4418 | 0.2% |
| 75 | 4381 | 0.2% |
| 78 | 4357 | 0.2% |
| 81 | 4349 | 0.2% |
| 71 | 4291 | 0.2% |
| 72 | 4255 | 0.2% |
| Other values (118) | 250957 | 13.7% |
| (Missing) | 1532158 |
| Value | Count | Frequency (%) |
| 0 | 17 | < 0.1% |
| 1 | 133 | |
| 2 | 147 | |
| 3 | 260 | |
| 4 | 320 |
| Value | Count | Frequency (%) |
| 127 | 1 | < 0.1% |
| 126 | 4 | < 0.1% |
| 125 | 3 | < 0.1% |
| 124 | 10 | |
| 123 | 12 |
open_acc
Real number (ℝ)
| Distinct | 89 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.66560909 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 45 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 15 |
| 95-th percentile | 22 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.670287309 |
|---|---|
| Coefficient of variation (CV) | 0.4860686886 |
| Kurtosis | 3.42960937 |
| Mean | 11.66560909 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.315327345 |
| Sum | 21314526 |
| Variance | 32.15215817 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 157482 | 8.6% |
| 10 | 153061 | 8.4% |
| 8 | 151829 | 8.3% |
| 11 | 141321 | 7.7% |
| 7 | 138844 | 7.6% |
| 12 | 127153 | 7.0% |
| 6 | 116459 | 6.4% |
| 13 | 111156 | 6.1% |
| 14 | 96241 | 5.3% |
| 5 | 86850 | 4.8% |
| Other values (79) | 546729 |
| Value | Count | Frequency (%) |
| 0 | 45 | < 0.1% |
| 1 | 1361 | 0.1% |
| 2 | 8382 | 0.5% |
| 3 | 25593 | |
| 4 | 54163 |
| Value | Count | Frequency (%) |
| 101 | 1 | |
| 97 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 91 | 1 |
pub_rec
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2014350414 |
| Minimum | 0 |
|---|---|
| Maximum | 61 |
| Zeros | 1532158 |
| Zeros (%) | 83.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 61 |
| Range | 61 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5710958913 |
|---|---|
| Coefficient of variation (CV) | 2.835136763 |
| Kurtosis | 420.9819422 |
| Mean | 0.2014350414 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.377927721 |
| Sum | 368047 |
| Variance | 0.3261505171 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1532158 | |
| 1 | 251690 | 13.8% |
| 2 | 28115 | 1.5% |
| 3 | 8721 | 0.5% |
| 4 | 3204 | 0.2% |
| 5 | 1542 | 0.1% |
| 6 | 771 | < 0.1% |
| 7 | 348 | < 0.1% |
| 8 | 198 | < 0.1% |
| 9 | 124 | < 0.1% |
| Other values (28) | 254 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1532158 | |
| 1 | 251690 | 13.8% |
| 2 | 28115 | 1.5% |
| 3 | 8721 | 0.5% |
| 4 | 3204 | 0.2% |
| Value | Count | Frequency (%) |
| 61 | 2 | |
| 54 | 1 | |
| 52 | 1 | |
| 49 | 1 | |
| 47 | 1 |
revol_bal
Real number (ℝ)
| Distinct | 96294 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16815.62111 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 9465 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1624 |
| Q1 | 5986 |
| median | 11376 |
| Q3 | 20403 |
| 95-th percentile | 45639 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 14417 |
Descriptive statistics
| Standard deviation | 23121.18116 |
|---|---|
| Coefficient of variation (CV) | 1.374982286 |
| Kurtosis | 590.5969326 |
| Mean | 16815.62111 |
| Median Absolute Deviation (MAD) | 6413 |
| Skewness | 12.49207705 |
| Sum | 3.072424173 × 1010 |
| Variance | 534589018.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9465 | 0.5% |
| 8 | 168 | < 0.1% |
| 5849 | 132 | < 0.1% |
| 10 | 132 | < 0.1% |
| 6118 | 131 | < 0.1% |
| 5235 | 130 | < 0.1% |
| 5265 | 130 | < 0.1% |
| 6312 | 129 | < 0.1% |
| 4804 | 127 | < 0.1% |
| 5 | 126 | < 0.1% |
| Other values (96284) | 1816455 |
| Value | Count | Frequency (%) |
| 0 | 9465 | |
| 1 | 94 | < 0.1% |
| 2 | 124 | < 0.1% |
| 3 | 107 | < 0.1% |
| 4 | 125 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 2559552 | 1 | |
| 1803041 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1310 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1414 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.95528619 |
| Minimum | 0 |
|---|---|
| Maximum | 892.3 |
| Zeros | 9946 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.5 |
| Q1 | 31.1 |
| median | 49.7 |
| Q3 | 68.9 |
| 95-th percentile | 90.8 |
| Maximum | 892.3 |
| Range | 892.3 |
| Interquartile range (IQR) | 37.8 |
Descriptive statistics
| Standard deviation | 24.6365089 |
|---|---|
| Coefficient of variation (CV) | 0.4931712093 |
| Kurtosis | -0.07766158895 |
| Mean | 49.95528619 |
| Median Absolute Deviation (MAD) | 18.8 |
| Skewness | 0.03766438642 |
| Sum | 91203915.5 |
| Variance | 606.9575707 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9946 | 0.5% |
| 57 | 3514 | 0.2% |
| 48 | 3481 | 0.2% |
| 59 | 3454 | 0.2% |
| 61 | 3415 | 0.2% |
| 54 | 3391 | 0.2% |
| 52 | 3376 | 0.2% |
| 51 | 3365 | 0.2% |
| 53 | 3364 | 0.2% |
| 55 | 3361 | 0.2% |
| Other values (1300) | 1785044 |
| Value | Count | Frequency (%) |
| 0 | 9946 | |
| 0.1 | 1323 | 0.1% |
| 0.2 | 1089 | 0.1% |
| 0.3 | 1010 | 0.1% |
| 0.4 | 878 | < 0.1% |
| Value | Count | Frequency (%) |
| 892.3 | 1 | |
| 193 | 1 | |
| 184.6 | 1 | |
| 183.8 | 1 | |
| 180.3 | 1 |
total_acc
Real number (ℝ)
| Distinct | 146 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.20318588 |
| Minimum | 2 |
|---|---|
| Maximum | 165 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 15 |
| median | 22 |
| Q3 | 31 |
| 95-th percentile | 46 |
| Maximum | 165 |
| Range | 163 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.00401438 |
|---|---|
| Coefficient of variation (CV) | 0.495968359 |
| Kurtosis | 1.833052295 |
| Mean | 24.20318588 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.008831078 |
| Sum | 44222246 |
| Variance | 144.0963613 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 66777 | 3.7% |
| 18 | 66227 | 3.6% |
| 19 | 66174 | 3.6% |
| 21 | 65605 | 3.6% |
| 17 | 65603 | 3.6% |
| 16 | 64175 | 3.5% |
| 22 | 64083 | 3.5% |
| 23 | 62806 | 3.4% |
| 15 | 62258 | 3.4% |
| 24 | 60881 | 3.3% |
| Other values (136) | 1182536 |
| Value | Count | Frequency (%) |
| 2 | 1081 | 0.1% |
| 3 | 3366 | 0.2% |
| 4 | 8268 | |
| 5 | 12987 | |
| 6 | 19200 |
| Value | Count | Frequency (%) |
| 165 | 1 | |
| 162 | 1 | |
| 160 | 1 | |
| 156 | 1 | |
| 153 | 1 |
initial_list_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| w | |
|---|---|
| f |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | w |
|---|---|
| 2nd row | w |
| 3rd row | w |
| 4th row | w |
| 5th row | f |
Common Values
| Value | Count | Frequency (%) |
| w | 1298485 | |
| f | 528640 |
Common Values (Plot)
out_prncp
Real number (ℝ)
| Distinct | 318030 |
|---|---|
| Distinct (%) | 17.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4762.71171 |
| Minimum | 0 |
|---|---|
| Maximum | 39616.66 |
| Zeros | 1004034 |
| Zeros (%) | 55.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 7476.28 |
| 95-th percentile | 22322.612 |
| Maximum | 39616.66 |
| Range | 39616.66 |
| Interquartile range (IQR) | 7476.28 |
Descriptive statistics
| Standard deviation | 7710.913648 |
|---|---|
| Coefficient of variation (CV) | 1.619017509 |
| Kurtosis | 3.307326722 |
| Mean | 4762.71171 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.910341636 |
| Sum | 8702069634 |
| Variance | 59458189.29 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1004034 | |
| 8717.99 | 260 | < 0.1% |
| 9009.59 | 257 | < 0.1% |
| 8457.66 | 254 | < 0.1% |
| 9493.69 | 248 | < 0.1% |
| 8977.01 | 243 | < 0.1% |
| 9510.8 | 231 | < 0.1% |
| 9506.32 | 210 | < 0.1% |
| 9051.41 | 207 | < 0.1% |
| 9001.08 | 206 | < 0.1% |
| Other values (318020) | 820975 |
| Value | Count | Frequency (%) |
| 0 | 1004034 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 39616.66 | 1 | |
| 39595.02 | 1 | |
| 39571.49 | 2 | |
| 39562.28 | 1 | |
| 39548.64 | 2 |
out_prncp_inv
Real number (ℝ)
| Distinct | 329846 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4761.64386 |
| Minimum | 0 |
|---|---|
| Maximum | 39616.66 |
| Zeros | 1004034 |
| Zeros (%) | 55.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 7473.24 |
| 95-th percentile | 22319.878 |
| Maximum | 39616.66 |
| Range | 39616.66 |
| Interquartile range (IQR) | 7473.24 |
Descriptive statistics
| Standard deviation | 7709.969523 |
|---|---|
| Coefficient of variation (CV) | 1.619182314 |
| Kurtosis | 3.309230224 |
| Mean | 4761.64386 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.910743921 |
| Sum | 8700118537 |
| Variance | 59443630.04 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1004034 | |
| 8717.99 | 259 | < 0.1% |
| 9009.59 | 253 | < 0.1% |
| 8457.66 | 252 | < 0.1% |
| 9493.69 | 246 | < 0.1% |
| 8977.01 | 239 | < 0.1% |
| 9510.8 | 228 | < 0.1% |
| 9506.32 | 205 | < 0.1% |
| 9001.08 | 202 | < 0.1% |
| 9051.41 | 201 | < 0.1% |
| Other values (329836) | 821006 |
| Value | Count | Frequency (%) |
| 0 | 1004034 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 39616.66 | 1 | |
| 39595.02 | 1 | |
| 39571.49 | 2 | |
| 39562.28 | 1 | |
| 39548.64 | 2 |
total_pymnt
Real number (ℝ)
| Distinct | 1311864 |
|---|---|
| Distinct (%) | 71.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11947.6193 |
| Minimum | 0 |
|---|---|
| Maximum | 63296.87787 |
| Zeros | 460 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1132.98 |
| Q1 | 4257.05 |
| median | 9176.395413 |
| Q3 | 16944.1 |
| 95-th percentile | 32872.02917 |
| Maximum | 63296.87787 |
| Range | 63296.87787 |
| Interquartile range (IQR) | 12687.05 |
Descriptive statistics
| Standard deviation | 9992.262928 |
|---|---|
| Coefficient of variation (CV) | 0.8363392468 |
| Kurtosis | 1.241867069 |
| Mean | 11947.6193 |
| Median Absolute Deviation (MAD) | 5773.884585 |
| Skewness | 1.243138649 |
| Sum | 2.182979392 × 1010 |
| Variance | 99845318.43 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 460 | < 0.1% |
| 1215.49 | 168 | < 0.1% |
| 1257.3 | 156 | < 0.1% |
| 10838.35484 | 145 | < 0.1% |
| 11258.43637 | 144 | < 0.1% |
| 1246.16 | 140 | < 0.1% |
| 4861.94 | 139 | < 0.1% |
| 1824.93 | 135 | < 0.1% |
| 13510.12859 | 133 | < 0.1% |
| 1234.95 | 132 | < 0.1% |
| Other values (1311854) | 1825373 |
| Value | Count | Frequency (%) |
| 0 | 460 | |
| 10 | 1 | < 0.1% |
| 16.58 | 1 | < 0.1% |
| 17.58 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 63296.87787 | 1 | |
| 62948.99096 | 1 | |
| 62884.79738 | 1 | |
| 62862.50673 | 1 | |
| 62837.63969 | 1 |
total_pymnt_inv
Real number (ℝ)
| Distinct | 1101782 |
|---|---|
| Distinct (%) | 60.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11943.1753 |
| Minimum | 0 |
|---|---|
| Maximum | 63296.88 |
| Zeros | 460 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1132.81 |
| Q1 | 4255.43 |
| median | 9172.93 |
| Q3 | 16936.39 |
| 95-th percentile | 32859.166 |
| Maximum | 63296.88 |
| Range | 63296.88 |
| Interquartile range (IQR) | 12680.96 |
Descriptive statistics
| Standard deviation | 9988.62897 |
|---|---|
| Coefficient of variation (CV) | 0.836346174 |
| Kurtosis | 1.242264758 |
| Mean | 11943.1753 |
| Median Absolute Deviation (MAD) | 5771.75 |
| Skewness | 1.243243918 |
| Sum | 2.182167418 × 1010 |
| Variance | 99772708.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 460 | < 0.1% |
| 11784.23 | 231 | < 0.1% |
| 11258.44 | 204 | < 0.1% |
| 11471.31 | 196 | < 0.1% |
| 12128.02 | 185 | < 0.1% |
| 11431.12 | 183 | < 0.1% |
| 11955.4 | 180 | < 0.1% |
| 10838.35 | 177 | < 0.1% |
| 13510.13 | 176 | < 0.1% |
| 1215.49 | 165 | < 0.1% |
| Other values (1101772) | 1824968 |
| Value | Count | Frequency (%) |
| 0 | 460 | |
| 10 | 1 | < 0.1% |
| 16.58 | 1 | < 0.1% |
| 17.58 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 63296.88 | 1 | |
| 62904.03 | 1 | |
| 62862.51 | 1 | |
| 62839.88 | 1 | |
| 62837.64 | 1 |
total_rec_prncp
Real number (ℝ)
| Distinct | 387036 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9516.824197 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 1244 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 710.3 |
| Q1 | 2933.26 |
| median | 7000 |
| Q3 | 14000 |
| 95-th percentile | 28000 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 11066.74 |
Descriptive statistics
| Standard deviation | 8423.019227 |
|---|---|
| Coefficient of variation (CV) | 0.8850661789 |
| Kurtosis | 1.021946557 |
| Mean | 9516.824197 |
| Median Absolute Deviation (MAD) | 4869.24 |
| Skewness | 1.230519488 |
| Sum | 1.738842741 × 1010 |
| Variance | 70947252.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 65432 | 3.6% |
| 12000 | 47528 | 2.6% |
| 15000 | 46428 | 2.5% |
| 20000 | 45509 | 2.5% |
| 5000 | 32598 | 1.8% |
| 35000 | 32143 | 1.8% |
| 8000 | 32011 | 1.8% |
| 6000 | 30236 | 1.7% |
| 16000 | 23434 | 1.3% |
| 25000 | 21756 | 1.2% |
| Other values (387026) | 1450050 |
| Value | Count | Frequency (%) |
| 0 | 1244 | |
| 0.01 | 1 | < 0.1% |
| 10.07 | 1 | < 0.1% |
| 16.37 | 1 | < 0.1% |
| 18.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 4378 | |
| 39999.93 | 1 | < 0.1% |
| 39989.79 | 1 | < 0.1% |
| 39975 | 2 | < 0.1% |
| 39950.61 | 1 | < 0.1% |
total_rec_int
Real number (ℝ)
| Distinct | 566332 |
|---|---|
| Distinct (%) | 31.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2342.5655 |
| Minimum | 0 |
|---|---|
| Maximum | 28192.5 |
| Zeros | 1360 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 180.1 |
| Q1 | 677.68 |
| median | 1455.26 |
| Q3 | 2993.61 |
| 95-th percentile | 7604.774 |
| Maximum | 28192.5 |
| Range | 28192.5 |
| Interquartile range (IQR) | 2315.93 |
Descriptive statistics
| Standard deviation | 2621.024405 |
|---|---|
| Coefficient of variation (CV) | 1.118869207 |
| Kurtosis | 9.414618874 |
| Mean | 2342.5655 |
| Median Absolute Deviation (MAD) | 951.41 |
| Skewness | 2.581361124 |
| Sum | 4280159989 |
| Variance | 6869768.929 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1360 | 0.1% |
| 1784.23 | 263 | < 0.1% |
| 1431.12 | 219 | < 0.1% |
| 1471.31 | 213 | < 0.1% |
| 1258.44 | 212 | < 0.1% |
| 1955.4 | 208 | < 0.1% |
| 2128.02 | 201 | < 0.1% |
| 1510.13 | 184 | < 0.1% |
| 838.35 | 181 | < 0.1% |
| 192.5 | 178 | < 0.1% |
| Other values (566322) | 1823906 |
| Value | Count | Frequency (%) |
| 0 | 1360 | |
| 0.01 | 27 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 2 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28192.5 | 1 | |
| 27948.99 | 1 | |
| 27884.8 | 1 | |
| 27862.51 | 1 | |
| 27837.64 | 1 |
total_rec_late_fee
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 12311 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.097659312 |
| Minimum | -9.5 × 10-9 |
|---|---|
| Maximum | 1188.83 |
| Zeros | 1774112 |
| Zeros (%) | 97.1% |
| Negative | 6 |
| Negative (%) | < 0.1% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | -9.5 × 10-9 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1188.83 |
| Range | 1188.83 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9.556760549 |
|---|---|
| Coefficient of variation (CV) | 8.706490662 |
| Kurtosis | 1144.749399 |
| Mean | 1.097659312 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.6143367 |
| Sum | 2005560.77 |
| Variance | 91.33167218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1774112 | |
| 15 | 11741 | 0.6% |
| 30 | 2364 | 0.1% |
| 45 | 777 | < 0.1% |
| 60 | 313 | < 0.1% |
| 75 | 149 | < 0.1% |
| 16.61 | 91 | < 0.1% |
| 15.94 | 77 | < 0.1% |
| 16.37 | 77 | < 0.1% |
| 16.49 | 72 | < 0.1% |
| Other values (12301) | 37352 | 2.0% |
| Value | Count | Frequency (%) |
| -9.5 × 10-9 | 1 | |
| -3.9 × 10-9 | 1 | |
| -2 × 10-9 | 1 | |
| -7 × 10-10 | 1 | |
| -5 × 10-10 | 1 |
| Value | Count | Frequency (%) |
| 1188.83 | 1 | |
| 1098.360001 | 1 | |
| 935.700002 | 1 | |
| 929.8000025 | 1 | |
| 886.8000001 | 1 |
recoveries
Real number (ℝ)
| Distinct | 71974 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.13194569 |
| Minimum | 0 |
|---|---|
| Maximum | 39859.55 |
| Zeros | 1739353 |
| Zeros (%) | 95.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 39859.55 |
| Range | 39859.55 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 584.8343092 |
|---|---|
| Coefficient of variation (CV) | 6.712053823 |
| Kurtosis | 324.3456323 |
| Mean | 87.13194569 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.57741136 |
| Sum | 159200956.3 |
| Variance | 342031.1692 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1739353 | |
| 100 | 432 | < 0.1% |
| 50 | 408 | < 0.1% |
| 150 | 349 | < 0.1% |
| 200 | 267 | < 0.1% |
| 25 | 178 | < 0.1% |
| 300 | 164 | < 0.1% |
| 250 | 152 | < 0.1% |
| 75 | 149 | < 0.1% |
| 400 | 115 | < 0.1% |
| Other values (71964) | 85558 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 1739353 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 7 | < 0.1% |
| 0.03 | 8 | < 0.1% |
| 0.04 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 39859.55 | 1 | |
| 36578.54 | 1 | |
| 35581.88 | 1 | |
| 34740.4 | 1 | |
| 33457.46 | 1 |
collection_recovery_fee
Real number (ℝ)
| Distinct | 75995 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.70034589 |
| Minimum | 0 |
|---|---|
| Maximum | 7174.719 |
| Zeros | 1741597 |
| Zeros (%) | 95.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7174.719 |
| Range | 7174.719 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 102.2060302 |
|---|---|
| Coefficient of variation (CV) | 6.952627577 |
| Kurtosis | 342.3097707 |
| Mean | 14.70034589 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.07778849 |
| Sum | 26859369.48 |
| Variance | 10446.07261 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1741597 | |
| 18 | 327 | < 0.1% |
| 9 | 302 | < 0.1% |
| 27 | 272 | < 0.1% |
| 36 | 210 | < 0.1% |
| 4.5 | 128 | < 0.1% |
| 54 | 119 | < 0.1% |
| 45 | 110 | < 0.1% |
| 13.5 | 108 | < 0.1% |
| 72 | 93 | < 0.1% |
| Other values (75985) | 83859 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 1741597 | |
| 0.0378 | 1 | < 0.1% |
| 0.1728 | 1 | < 0.1% |
| 0.3082 | 1 | < 0.1% |
| 0.3838 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7174.719 | 1 | |
| 6584.1372 | 1 | |
| 6404.7384 | 1 | |
| 6022.341 | 1 | |
| 6013.2888 | 1 |
last_pymnt_d
Categorical
| Distinct | 73 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1177 |
| Missing (%) | 0.1% |
| Memory size | 13.9 MiB |
| Feb-2019 | |
|---|---|
| Jan-2019 | 37172 |
| Aug-2018 | 32879 |
| Mar-2018 | 31816 |
| Jul-2018 | 30341 |
| Other values (68) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Dec-2018 |
|---|---|
| 2nd row | Dec-2018 |
| 3rd row | Dec-2018 |
| 4th row | Dec-2018 |
| 5th row | Nov-2018 |
Common Values
| Value | Count | Frequency (%) |
| Feb-2019 | 834672 | |
| Jan-2019 | 37172 | 2.0% |
| Aug-2018 | 32879 | 1.8% |
| Mar-2018 | 31816 | 1.7% |
| Jul-2018 | 30341 | 1.7% |
| Jun-2018 | 29143 | 1.6% |
| Oct-2018 | 28590 | 1.6% |
| May-2018 | 27782 | 1.5% |
| Jan-2018 | 27370 | 1.5% |
| Mar-2017 | 26879 | 1.5% |
| Other values (63) | 719304 |
last_pymnt_amnt
Real number (ℝ)
| Distinct | 613135 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3552.294077 |
| Minimum | 0 |
|---|---|
| Maximum | 42192.05 |
| Zeros | 1567 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 104.56 |
| Q1 | 312.63 |
| median | 612.62 |
| Q3 | 4059.5 |
| 95-th percentile | 17334.636 |
| Maximum | 42192.05 |
| Range | 42192.05 |
| Interquartile range (IQR) | 3746.87 |
Descriptive statistics
| Standard deviation | 6139.071249 |
|---|---|
| Coefficient of variation (CV) | 1.72819905 |
| Kurtosis | 6.62909017 |
| Mean | 3552.294077 |
| Median Absolute Deviation (MAD) | 409.03 |
| Skewness | 2.496237708 |
| Sum | 6490485315 |
| Variance | 37688195.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 1702 | 0.1% |
| 361.38 | 1620 | 0.1% |
| 0 | 1567 | 0.1% |
| 50 | 1547 | 0.1% |
| 332.1 | 1518 | 0.1% |
| 309.74 | 1353 | 0.1% |
| 320.05 | 1293 | 0.1% |
| 324.65 | 1265 | 0.1% |
| 304.72 | 1231 | 0.1% |
| 326.97 | 1178 | 0.1% |
| Other values (613125) | 1812851 |
| Value | Count | Frequency (%) |
| 0 | 1567 | |
| 0.01 | 476 | < 0.1% |
| 0.02 | 81 | < 0.1% |
| 0.03 | 63 | < 0.1% |
| 0.04 | 63 | < 0.1% |
| Value | Count | Frequency (%) |
| 42192.05 | 1 | |
| 42148.53 | 1 | |
| 42005.2 | 1 | |
| 41453.07 | 1 | |
| 41434 | 1 |
next_pymnt_d
Categorical
IMBALANCE  MISSING 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 998994 |
| Missing (%) | 54.7% |
| Memory size | 13.9 MiB |
| Mar-2019 | |
|---|---|
| Feb-2019 | 343 |
| Apr-2019 | 64 |
| Sep-2018 | 2 |
| Dec-2018 | 1 |
| Other values (2) | 2 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Mar-2019 |
|---|---|
| 2nd row | Mar-2019 |
| 3rd row | Mar-2019 |
| 4th row | Mar-2019 |
| 5th row | Mar-2019 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2019 | 827719 | |
| Feb-2019 | 343 | < 0.1% |
| Apr-2019 | 64 | < 0.1% |
| Sep-2018 | 2 | < 0.1% |
| Dec-2018 | 1 | < 0.1% |
| Aug-2018 | 1 | < 0.1% |
| Feb-2018 | 1 | < 0.1% |
| (Missing) | 998994 |
Common Values (Plot)
last_credit_pull_d
Categorical
HIGH CARDINALITY  IMBALANCE 
| Distinct | 75 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| Feb-2019 | |
|---|---|
| Jan-2019 | 65729 |
| Jul-2018 | 43476 |
| Dec-2018 | 43253 |
| Oct-2018 | 41242 |
| Other values (70) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jan-2019 |
|---|---|
| 2nd row | Feb-2019 |
| 3rd row | Nov-2018 |
| 4th row | Feb-2019 |
| 5th row | Feb-2019 |
Common Values
| Value | Count | Frequency (%) |
| Feb-2019 | 1185569 | |
| Jan-2019 | 65729 | 3.6% |
| Jul-2018 | 43476 | 2.4% |
| Dec-2018 | 43253 | 2.4% |
| Oct-2018 | 41242 | 2.3% |
| Nov-2018 | 40129 | 2.2% |
| Aug-2018 | 34944 | 1.9% |
| Sep-2018 | 29568 | 1.6% |
| Oct-2016 | 26140 | 1.4% |
| May-2018 | 21326 | 1.2% |
| Other values (65) | 295749 | 16.2% |
collections_12_mths_ex_med
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01865444346 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 1796059 |
| Zeros (%) | 98.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1534840069 |
|---|---|
| Coefficient of variation (CV) | 8.22774516 |
| Kurtosis | 650.9348575 |
| Mean | 0.01865444346 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.34383119 |
| Sum | 34084 |
| Variance | 0.02355734036 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1796059 | |
| 1 | 28768 | 1.6% |
| 2 | 1921 | 0.1% |
| 3 | 229 | < 0.1% |
| 4 | 80 | < 0.1% |
| 5 | 30 | < 0.1% |
| 6 | 16 | < 0.1% |
| 7 | 7 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (6) | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1796059 | |
| 1 | 28768 | 1.6% |
| 2 | 1921 | 0.1% |
| 3 | 229 | < 0.1% |
| 4 | 80 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 2 | |
| 16 | 1 | |
| 14 | 1 | |
| 12 | 1 | |
| 11 | 1 |
mths_since_last_major_derog
Real number (ℝ)
| Distinct | 180 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1346127 |
| Missing (%) | 73.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.23807999 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 320 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 27 |
| median | 44 |
| Q3 | 62 |
| 95-th percentile | 77 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.54493224 |
|---|---|
| Coefficient of variation (CV) | 0.4870223175 |
| Kurtosis | -0.5354312887 |
| Mean | 44.23807999 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.09176194385 |
| Sum | 21278428 |
| Variance | 464.1841052 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 7614 | 0.4% |
| 44 | 7596 | 0.4% |
| 43 | 7594 | 0.4% |
| 46 | 7547 | 0.4% |
| 42 | 7543 | 0.4% |
| 48 | 7468 | 0.4% |
| 40 | 7437 | 0.4% |
| 41 | 7386 | 0.4% |
| 38 | 7357 | 0.4% |
| 47 | 7326 | 0.4% |
| Other values (170) | 406130 | 22.2% |
| (Missing) | 1346127 |
| Value | Count | Frequency (%) |
| 0 | 320 | < 0.1% |
| 1 | 1099 | |
| 2 | 1303 | |
| 3 | 1651 | |
| 4 | 2216 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 197 | 1 | |
| 195 | 1 | |
| 192 | 1 | |
| 190 | 1 |
policy_code
Real number (ℝ)
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1 |
| Minimum | 1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0 |
|---|---|
| Coefficient of variation (CV) | 0 |
| Kurtosis | 0 |
| Mean | 1 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0 |
| Sum | 1827125 |
| Variance | 0 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 1 | 1827125 |
| Value | Count | Frequency (%) |
| 1 | 1827125 |
| Value | Count | Frequency (%) |
| 1 | 1827125 |
application_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| Individual | |
|---|---|
| Joint App | 102694 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 1724431 | |
| Joint App | 102694 | 5.6% |
Common Values (Plot)
acc_now_delinq
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004258055689 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 1819843 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.07066132672 |
|---|---|
| Coefficient of variation (CV) | 16.59473992 |
| Kurtosis | 1356.55112 |
| Mean | 0.004258055689 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.19662341 |
| Sum | 7780 |
| Variance | 0.004993023094 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1819843 | |
| 1 | 6874 | 0.4% |
| 2 | 351 | < 0.1% |
| 3 | 42 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1819843 | |
| 1 | 6874 | 0.4% |
| 2 | 351 | < 0.1% |
| 3 | 42 | < 0.1% |
| 4 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 9 |
tot_coll_amt
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 14535 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 230.4645998 |
| Minimum | 0 |
|---|---|
| Maximum | 6214661 |
| Zeros | 1548464 |
| Zeros (%) | 84.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 789 |
| Maximum | 6214661 |
| Range | 6214661 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6332.073815 |
|---|---|
| Coefficient of variation (CV) | 27.47525572 |
| Kurtosis | 767039.7715 |
| Mean | 230.4645998 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 832.2847402 |
| Sum | 421087632 |
| Variance | 40095158.79 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1548464 | |
| 50 | 3242 | 0.2% |
| 100 | 2733 | 0.1% |
| 75 | 2038 | 0.1% |
| 150 | 1589 | 0.1% |
| 200 | 1541 | 0.1% |
| 60 | 1464 | 0.1% |
| 70 | 1200 | 0.1% |
| 80 | 1160 | 0.1% |
| 55 | 1030 | 0.1% |
| Other values (14525) | 262664 | 14.4% |
| Value | Count | Frequency (%) |
| 0 | 1548464 | |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6214661 | 1 | |
| 5252395 | 1 | |
| 848438 | 1 | |
| 496651 | 1 | |
| 380757 | 1 |
tot_cur_bal
Real number (ℝ)
| Distinct | 462642 |
|---|---|
| Distinct (%) | 25.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143937.8357 |
| Minimum | 0 |
|---|---|
| Maximum | 8524709 |
| Zeros | 774 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8202 |
| Q1 | 29258 |
| median | 80866 |
| Q3 | 215491 |
| 95-th percentile | 444930.8 |
| Maximum | 8524709 |
| Range | 8524709 |
| Interquartile range (IQR) | 186233 |
Descriptive statistics
| Standard deviation | 161706.3328 |
|---|---|
| Coefficient of variation (CV) | 1.123445632 |
| Kurtosis | 25.29540877 |
| Mean | 143937.8357 |
| Median Absolute Deviation (MAD) | 64478 |
| Skewness | 2.839632189 |
| Sum | 2.62992418 × 1011 |
| Variance | 2.614893808 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 774 | < 0.1% |
| 20275 | 36 | < 0.1% |
| 27257 | 35 | < 0.1% |
| 23442 | 35 | < 0.1% |
| 16000 | 34 | < 0.1% |
| 14743 | 34 | < 0.1% |
| 20346 | 34 | < 0.1% |
| 14186 | 34 | < 0.1% |
| 14482 | 34 | < 0.1% |
| 20317 | 34 | < 0.1% |
| Other values (462632) | 1826041 |
| Value | Count | Frequency (%) |
| 0 | 774 | |
| 1 | 10 | < 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 18 | < 0.1% |
| 4 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 8524709 | 1 | |
| 5752177 | 1 | |
| 5445012 | 1 | |
| 5327039 | 1 | |
| 5172185 | 1 |
open_acc_6m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642717 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9230898474 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 537778 |
| Zeros (%) | 29.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.131212654 |
|---|---|
| Coefficient of variation (CV) | 1.225463217 |
| Kurtosis | 4.408710273 |
| Mean | 0.9230898474 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.677360511 |
| Sum | 1093315 |
| Variance | 1.279642069 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 537778 | |
| 1 | 368308 | |
| 2 | 171862 | 9.4% |
| 3 | 67713 | 3.7% |
| 4 | 24689 | 1.4% |
| 5 | 8679 | 0.5% |
| 6 | 3217 | 0.2% |
| 7 | 1288 | 0.1% |
| 8 | 502 | < 0.1% |
| 9 | 208 | < 0.1% |
| Other values (8) | 164 | < 0.1% |
| (Missing) | 642717 |
| Value | Count | Frequency (%) |
| 0 | 537778 | |
| 1 | 368308 | |
| 2 | 171862 | 9.4% |
| 3 | 67713 | 3.7% |
| 4 | 24689 | 1.4% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 8 | |
| 13 | 5 |
open_act_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.776420983 |
| Minimum | 0 |
|---|---|
| Maximum | 56 |
| Zeros | 141255 |
| Zeros (%) | 7.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 56 |
| Range | 56 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.996010724 |
|---|---|
| Coefficient of variation (CV) | 1.079090938 |
| Kurtosis | 13.46971867 |
| Mean | 2.776420983 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.95916403 |
| Sum | 3288418 |
| Variance | 8.976080256 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 303138 | |
| 2 | 283536 | |
| 3 | 177659 | 9.7% |
| 0 | 141255 | 7.7% |
| 4 | 95291 | 5.2% |
| 5 | 52943 | 2.9% |
| 6 | 32002 | 1.8% |
| 7 | 22081 | 1.2% |
| 8 | 16239 | 0.9% |
| 9 | 12613 | 0.7% |
| Other values (41) | 47652 | 2.6% |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 141255 | |
| 1 | 303138 | |
| 2 | 283536 | |
| 3 | 177659 | |
| 4 | 95291 | 5.2% |
| Value | Count | Frequency (%) |
| 56 | 1 | |
| 55 | 1 | |
| 49 | 1 | |
| 47 | 1 | |
| 46 | 1 |
open_il_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6680977601 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 649927 |
| Zeros (%) | 35.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9182903683 |
|---|---|
| Coefficient of variation (CV) | 1.374485028 |
| Kurtosis | 5.079315606 |
| Mean | 0.6680977601 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.779704356 |
| Sum | 791301 |
| Variance | 0.8432572005 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 649927 | |
| 1 | 354234 | |
| 2 | 127311 | 7.0% |
| 3 | 36620 | 2.0% |
| 4 | 11221 | 0.6% |
| 5 | 3551 | 0.2% |
| 6 | 1209 | 0.1% |
| 7 | 180 | < 0.1% |
| 8 | 76 | < 0.1% |
| 9 | 35 | < 0.1% |
| Other values (7) | 45 | < 0.1% |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 649927 | |
| 1 | 354234 | |
| 2 | 127311 | 7.0% |
| 3 | 36620 | 2.0% |
| 4 | 11221 | 0.6% |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 4 | |
| 12 | 5 |
open_il_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.548885562 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 322930 |
| Zeros (%) | 17.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.567388142 |
|---|---|
| Coefficient of variation (CV) | 1.011945737 |
| Kurtosis | 6.415570662 |
| Mean | 1.548885562 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.758654484 |
| Sum | 1834514 |
| Variance | 2.456705588 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 375538 | |
| 0 | 322930 | |
| 2 | 240924 | 13.2% |
| 3 | 124547 | 6.8% |
| 4 | 60770 | 3.3% |
| 5 | 30006 | 1.6% |
| 6 | 14594 | 0.8% |
| 7 | 7297 | 0.4% |
| 8 | 3730 | 0.2% |
| 9 | 1856 | 0.1% |
| Other values (19) | 2217 | 0.1% |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 322930 | |
| 1 | 375538 | |
| 2 | 240924 | |
| 3 | 124547 | 6.8% |
| 4 | 60770 | 3.3% |
| Value | Count | Frequency (%) |
| 51 | 1 | |
| 30 | 1 | |
| 28 | 1 | |
| 26 | 2 | |
| 24 | 1 |
mths_since_rcnt_il
Real number (ℝ)
| Distinct | 395 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 679739 |
| Missing (%) | 37.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.33173317 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 550 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 24 |
| 95-th percentile | 72 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 26.07262745 |
|---|---|
| Coefficient of variation (CV) | 1.222246089 |
| Kurtosis | 17.37792686 |
| Mean | 21.33173317 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 3.423584463 |
| Sum | 24475732 |
| Variance | 679.7819021 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 51772 | 2.8% |
| 4 | 50814 | 2.8% |
| 3 | 49281 | 2.7% |
| 6 | 48845 | 2.7% |
| 8 | 48773 | 2.7% |
| 5 | 48430 | 2.7% |
| 9 | 45197 | 2.5% |
| 13 | 43827 | 2.4% |
| 10 | 43349 | 2.4% |
| 2 | 42327 | 2.3% |
| Other values (385) | 674771 | |
| (Missing) | 679739 |
| Value | Count | Frequency (%) |
| 0 | 550 | < 0.1% |
| 1 | 23121 | |
| 2 | 42327 | |
| 3 | 49281 | |
| 4 | 50814 |
| Value | Count | Frequency (%) |
| 511 | 1 | |
| 507 | 1 | |
| 505 | 1 | |
| 503 | 1 | |
| 488 | 1 |
total_bal_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 154269 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35457.5077 |
| Minimum | 0 |
|---|---|
| Maximum | 1837038 |
| Zeros | 135208 |
| Zeros (%) | 7.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8632 |
| median | 23057 |
| Q3 | 46030 |
| 95-th percentile | 113475.6 |
| Maximum | 1837038 |
| Range | 1837038 |
| Interquartile range (IQR) | 37398 |
Descriptive statistics
| Standard deviation | 44103.07748 |
|---|---|
| Coefficient of variation (CV) | 1.243829032 |
| Kurtosis | 31.71587954 |
| Mean | 35457.5077 |
| Median Absolute Deviation (MAD) | 17042 |
| Skewness | 3.796036686 |
| Sum | 4.199619124 × 1010 |
| Variance | 1945081444 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 135208 | 7.4% |
| 10000 | 85 | < 0.1% |
| 15000 | 84 | < 0.1% |
| 5000 | 70 | < 0.1% |
| 5500 | 62 | < 0.1% |
| 9500 | 60 | < 0.1% |
| 2000 | 57 | < 0.1% |
| 20000 | 56 | < 0.1% |
| 6000 | 55 | < 0.1% |
| 7000 | 54 | < 0.1% |
| Other values (154259) | 1048618 | |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 135208 | |
| 1 | 50 | < 0.1% |
| 2 | 12 | < 0.1% |
| 3 | 9 | < 0.1% |
| 4 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1837038 | 1 | |
| 1754743 | 1 | |
| 1547285 | 1 | |
| 1466398 | 1 | |
| 1345993 | 1 |
il_util
Real number (ℝ)
| Distinct | 269 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 815757 |
| Missing (%) | 44.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.92710566 |
| Minimum | 0 |
|---|---|
| Maximum | 1000 |
| Zeros | 5471 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 55 |
| median | 72 |
| Q3 | 85 |
| 95-th percentile | 101 |
| Maximum | 1000 |
| Range | 1000 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 23.75429821 |
|---|---|
| Coefficient of variation (CV) | 0.3446292715 |
| Kurtosis | 5.791600148 |
| Mean | 68.92710566 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.1955148405 |
| Sum | 69710669 |
| Variance | 564.2666836 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78 | 19174 | 1.0% |
| 75 | 18969 | 1.0% |
| 83 | 18781 | 1.0% |
| 72 | 18702 | 1.0% |
| 81 | 18674 | 1.0% |
| 77 | 18487 | 1.0% |
| 80 | 18318 | 1.0% |
| 82 | 18208 | 1.0% |
| 74 | 18171 | 1.0% |
| 76 | 18170 | 1.0% |
| Other values (259) | 825714 | |
| (Missing) | 815757 |
| Value | Count | Frequency (%) |
| 0 | 5471 | |
| 1 | 360 | < 0.1% |
| 2 | 766 | < 0.1% |
| 3 | 1497 | 0.1% |
| 4 | 957 | 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 2 | |
| 558 | 1 | |
| 464 | 1 | |
| 417 | 1 | |
| 376 | 1 |
open_rv_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.27567082 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 440234 |
| Zeros (%) | 24.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.495352662 |
|---|---|
| Coefficient of variation (CV) | 1.172208879 |
| Kurtosis | 7.914905505 |
| Mean | 1.27567082 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.025881996 |
| Sum | 1510916 |
| Variance | 2.236079584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 440234 | |
| 1 | 352411 | |
| 2 | 200821 | 11.0% |
| 3 | 99785 | 5.5% |
| 4 | 46843 | 2.6% |
| 5 | 22083 | 1.2% |
| 6 | 10793 | 0.6% |
| 7 | 5319 | 0.3% |
| 8 | 2684 | 0.1% |
| 9 | 1456 | 0.1% |
| Other values (19) | 1980 | 0.1% |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 440234 | |
| 1 | 352411 | |
| 2 | 200821 | |
| 3 | 99785 | 5.5% |
| 4 | 46843 | 2.6% |
| Value | Count | Frequency (%) |
| 28 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 5 | |
| 25 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
open_rv_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 49 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.718347294 |
| Minimum | 0 |
|---|---|
| Maximum | 60 |
| Zeros | 192876 |
| Zeros (%) | 10.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.574357858 |
|---|---|
| Coefficient of variation (CV) | 0.9470305226 |
| Kurtosis | 8.177951057 |
| Mean | 2.718347294 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.977349232 |
| Sum | 3219635 |
| Variance | 6.627318382 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 255447 | 14.0% |
| 2 | 228030 | 12.5% |
| 0 | 192876 | 10.6% |
| 3 | 169881 | 9.3% |
| 4 | 116968 | 6.4% |
| 5 | 77934 | 4.3% |
| 6 | 50157 | 2.7% |
| 7 | 32587 | 1.8% |
| 8 | 20638 | 1.1% |
| 9 | 13309 | 0.7% |
| Other values (39) | 26582 | 1.5% |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 192876 | |
| 1 | 255447 | |
| 2 | 228030 | |
| 3 | 169881 | |
| 4 | 116968 |
| Value | Count | Frequency (%) |
| 60 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 50 | 2 | |
| 45 | 2 |
max_bal_bc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 32890 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5840.986667 |
| Minimum | 0 |
|---|---|
| Maximum | 1170668 |
| Zeros | 30363 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 347 |
| Q1 | 2300 |
| median | 4439 |
| Q3 | 7649 |
| 95-th percentile | 16408.6 |
| Maximum | 1170668 |
| Range | 1170668 |
| Interquartile range (IQR) | 5349 |
Descriptive statistics
| Standard deviation | 5695.100882 |
|---|---|
| Coefficient of variation (CV) | 0.9750237772 |
| Kurtosis | 1893.377701 |
| Mean | 5840.986667 |
| Median Absolute Deviation (MAD) | 2478 |
| Skewness | 13.83300023 |
| Sum | 6918117177 |
| Variance | 32434174.06 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30363 | 1.7% |
| 8 | 469 | < 0.1% |
| 3000 | 448 | < 0.1% |
| 2000 | 431 | < 0.1% |
| 4000 | 384 | < 0.1% |
| 5000 | 369 | < 0.1% |
| 2500 | 332 | < 0.1% |
| 1900 | 287 | < 0.1% |
| 3500 | 283 | < 0.1% |
| 1000 | 281 | < 0.1% |
| Other values (32880) | 1150762 | |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 30363 | |
| 1 | 141 | < 0.1% |
| 2 | 183 | < 0.1% |
| 3 | 190 | < 0.1% |
| 4 | 176 | < 0.1% |
| Value | Count | Frequency (%) |
| 1170668 | 1 | |
| 776843 | 1 | |
| 457521 | 1 | |
| 361299 | 1 | |
| 349961 | 1 |
all_util
Real number (ℝ)
| Distinct | 183 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642907 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.80184223 |
| Minimum | 0 |
|---|---|
| Maximum | 211 |
| Zeros | 2382 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 43 |
| median | 58 |
| Q3 | 71 |
| 95-th percentile | 90 |
| Maximum | 211 |
| Range | 211 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 20.90162126 |
|---|---|
| Coefficient of variation (CV) | 0.3679743551 |
| Kurtosis | -0.09112248335 |
| Mean | 56.80184223 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.1135798505 |
| Sum | 67265764 |
| Variance | 436.8777715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 22575 | 1.2% |
| 60 | 22562 | 1.2% |
| 61 | 22499 | 1.2% |
| 62 | 22312 | 1.2% |
| 63 | 22298 | 1.2% |
| 58 | 22167 | 1.2% |
| 57 | 22046 | 1.2% |
| 64 | 21946 | 1.2% |
| 55 | 21745 | 1.2% |
| 65 | 21742 | 1.2% |
| Other values (173) | 962326 | |
| (Missing) | 642907 |
| Value | Count | Frequency (%) |
| 0 | 2382 | |
| 1 | 1459 | |
| 2 | 1338 | |
| 3 | 1392 | |
| 4 | 1471 |
| Value | Count | Frequency (%) |
| 211 | 1 | |
| 198 | 1 | |
| 197 | 1 | |
| 196 | 1 | |
| 188 | 1 |
total_rev_hi_lim
Real number (ℝ)
| Distinct | 29303 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34965.23851 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 1146 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 14800 |
| median | 25700 |
| Q3 | 43700 |
| 95-th percentile | 92300 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 28900 |
Descriptive statistics
| Standard deviation | 37362.00932 |
|---|---|
| Coefficient of variation (CV) | 1.068547246 |
| Kurtosis | 8391.149855 |
| Mean | 34965.23851 |
| Median Absolute Deviation (MAD) | 13000 |
| Skewness | 35.97309408 |
| Sum | 6.388586142 × 1010 |
| Variance | 1395919740 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 5912 | 0.3% |
| 15000 | 5684 | 0.3% |
| 13000 | 5615 | 0.3% |
| 14000 | 5574 | 0.3% |
| 12000 | 5526 | 0.3% |
| 11000 | 5509 | 0.3% |
| 17000 | 5459 | 0.3% |
| 11500 | 5431 | 0.3% |
| 16000 | 5396 | 0.3% |
| 12500 | 5362 | 0.3% |
| Other values (29293) | 1771657 |
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 100 | 23 | < 0.1% |
| 200 | 57 | < 0.1% |
| 300 | 289 | < 0.1% |
| 400 | 81 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 3 | |
| 2175000 | 1 | < 0.1% |
| 2059200 | 1 | < 0.1% |
| 1875800 | 1 | < 0.1% |
| 1827401 | 1 | < 0.1% |
inq_fi
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642716 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.001482596 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 594798 |
| Zeros (%) | 32.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.474923221 |
|---|---|
| Coefficient of variation (CV) | 1.472739743 |
| Kurtosis | 13.76734534 |
| Mean | 1.001482596 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.674298247 |
| Sum | 1186165 |
| Variance | 2.175398508 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 594798 | |
| 1 | 299523 | |
| 2 | 146393 | 8.0% |
| 3 | 70447 | 3.9% |
| 4 | 34582 | 1.9% |
| 5 | 17747 | 1.0% |
| 6 | 9094 | 0.5% |
| 7 | 4984 | 0.3% |
| 8 | 2803 | 0.2% |
| 9 | 1590 | 0.1% |
| Other values (22) | 2448 | 0.1% |
| (Missing) | 642716 |
| Value | Count | Frequency (%) |
| 0 | 594798 | |
| 1 | 299523 | |
| 2 | 146393 | 8.0% |
| 3 | 70447 | 3.9% |
| 4 | 34582 | 1.9% |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 3 |
total_cu_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 61 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642717 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.473334358 |
| Minimum | 0 |
|---|---|
| Maximum | 79 |
| Zeros | 640027 |
| Zeros (%) | 35.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 79 |
| Range | 79 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.664510609 |
|---|---|
| Coefficient of variation (CV) | 1.808490106 |
| Kurtosis | 22.35567999 |
| Mean | 1.473334358 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.538814906 |
| Sum | 1745029 |
| Variance | 7.099616786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 640027 | |
| 1 | 200215 | 11.0% |
| 2 | 110104 | 6.0% |
| 3 | 69754 | 3.8% |
| 4 | 46688 | 2.6% |
| 5 | 32222 | 1.8% |
| 6 | 22966 | 1.3% |
| 7 | 16443 | 0.9% |
| 8 | 11806 | 0.6% |
| 9 | 8595 | 0.5% |
| Other values (51) | 25588 | 1.4% |
| (Missing) | 642717 |
| Value | Count | Frequency (%) |
| 0 | 640027 | |
| 1 | 200215 | 11.0% |
| 2 | 110104 | 6.0% |
| 3 | 69754 | 3.8% |
| 4 | 46688 | 2.6% |
| Value | Count | Frequency (%) |
| 79 | 1 | |
| 77 | 1 | |
| 71 | 1 | |
| 68 | 2 | |
| 65 | 1 |
inq_last_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 642717 |
| Missing (%) | 35.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.007900149 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 344818 |
| Zeros (%) | 18.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.359298309 |
|---|---|
| Coefficient of variation (CV) | 1.175007786 |
| Kurtosis | 11.45961514 |
| Mean | 2.007900149 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.413967687 |
| Sum | 2378173 |
| Variance | 5.566288513 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 344818 | |
| 1 | 289597 | |
| 2 | 199600 | 10.9% |
| 3 | 128987 | 7.1% |
| 4 | 80864 | 4.4% |
| 5 | 50057 | 2.7% |
| 6 | 31578 | 1.7% |
| 7 | 19934 | 1.1% |
| 8 | 12859 | 0.7% |
| 9 | 8454 | 0.5% |
| Other values (38) | 17660 | 1.0% |
| (Missing) | 642717 |
| Value | Count | Frequency (%) |
| 0 | 344818 | |
| 1 | 289597 | |
| 2 | 199600 | |
| 3 | 128987 | 7.1% |
| 4 | 80864 | 4.4% |
| Value | Count | Frequency (%) |
| 67 | 1 | |
| 51 | 1 | |
| 49 | 1 | |
| 46 | 1 | |
| 45 | 1 |
acc_open_past_24mths
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.486324143 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 84151 |
| Zeros (%) | 4.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.147584457 |
|---|---|
| Coefficient of variation (CV) | 0.7015954168 |
| Kurtosis | 4.386999827 |
| Mean | 4.486324143 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.403931478 |
| Sum | 8197075 |
| Variance | 9.907287915 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 275197 | |
| 2 | 255392 | |
| 4 | 254063 | |
| 5 | 212634 | |
| 1 | 187294 | |
| 6 | 165421 | |
| 7 | 122370 | |
| 8 | 86600 | 4.7% |
| 0 | 84151 | 4.6% |
| 9 | 59657 | 3.3% |
| Other values (47) | 124346 |
| Value | Count | Frequency (%) |
| 0 | 84151 | 4.6% |
| 1 | 187294 | |
| 2 | 255392 | |
| 3 | 275197 | |
| 4 | 254063 |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 54 | 3 |
avg_cur_bal
Real number (ℝ)
| Distinct | 85284 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 57 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13695.62774 |
| Minimum | 0 |
|---|---|
| Maximum | 958084 |
| Zeros | 729 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1074 |
| Q1 | 3102 |
| median | 7465 |
| Q3 | 19007 |
| 95-th percentile | 43950 |
| Maximum | 958084 |
| Range | 958084 |
| Interquartile range (IQR) | 15905 |
Descriptive statistics
| Standard deviation | 16611.6563 |
|---|---|
| Coefficient of variation (CV) | 1.212916751 |
| Kurtosis | 42.45462091 |
| Mean | 13695.62774 |
| Median Absolute Deviation (MAD) | 5480 |
| Skewness | 3.829668031 |
| Sum | 2.502284318 × 1010 |
| Variance | 275947125.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 729 | < 0.1% |
| 2442 | 233 | < 0.1% |
| 2292 | 232 | < 0.1% |
| 2148 | 227 | < 0.1% |
| 2286 | 226 | < 0.1% |
| 2522 | 226 | < 0.1% |
| 2294 | 225 | < 0.1% |
| 2287 | 222 | < 0.1% |
| 2339 | 221 | < 0.1% |
| 2954 | 221 | < 0.1% |
| Other values (85274) | 1824306 |
| Value | Count | Frequency (%) |
| 0 | 729 | |
| 1 | 56 | < 0.1% |
| 2 | 49 | < 0.1% |
| 3 | 40 | < 0.1% |
| 4 | 25 | < 0.1% |
| Value | Count | Frequency (%) |
| 958084 | 1 | |
| 752994 | 1 | |
| 710392 | 1 | |
| 646339 | 1 | |
| 620531 | 1 |
bc_open_to_buy
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 88051 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 20443 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11673.44436 |
| Minimum | 0 |
|---|---|
| Maximum | 711140 |
| Zeros | 24345 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 170 |
| Q1 | 1791 |
| median | 5629 |
| Q3 | 14599 |
| 95-th percentile | 43647 |
| Maximum | 711140 |
| Range | 711140 |
| Interquartile range (IQR) | 12808 |
Descriptive statistics
| Standard deviation | 16852.01092 |
|---|---|
| Coefficient of variation (CV) | 1.443619415 |
| Kurtosis | 25.91542158 |
| Mean | 11673.44436 |
| Median Absolute Deviation (MAD) | 4712 |
| Skewness | 3.672638784 |
| Sum | 2.10902018 × 1010 |
| Variance | 283990272 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24345 | 1.3% |
| 500 | 1581 | 0.1% |
| 2000 | 1580 | 0.1% |
| 1000 | 1400 | 0.1% |
| 3000 | 1288 | 0.1% |
| 2500 | 1155 | 0.1% |
| 5000 | 1136 | 0.1% |
| 1500 | 1078 | 0.1% |
| 4000 | 1002 | 0.1% |
| 3500 | 952 | 0.1% |
| Other values (88041) | 1771165 | |
| (Missing) | 20443 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 24345 | |
| 1 | 274 | < 0.1% |
| 2 | 287 | < 0.1% |
| 3 | 285 | < 0.1% |
| 4 | 289 | < 0.1% |
| Value | Count | Frequency (%) |
| 711140 | 1 | |
| 605996 | 1 | |
| 507259 | 1 | |
| 493101 | 1 | |
| 487611 | 1 |
bc_util
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1459 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 21354 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.43015471 |
| Minimum | 0 |
|---|---|
| Maximum | 339.6 |
| Zeros | 23267 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.6 |
| Q1 | 34.8 |
| median | 59.5 |
| Q3 | 82.6 |
| 95-th percentile | 97.7 |
| Maximum | 339.6 |
| Range | 339.6 |
| Interquartile range (IQR) | 47.8 |
Descriptive statistics
| Standard deviation | 28.59107414 |
|---|---|
| Coefficient of variation (CV) | 0.4978407995 |
| Kurtosis | -1.014181426 |
| Mean | 57.43015471 |
| Median Absolute Deviation (MAD) | 23.8 |
| Skewness | -0.2488005371 |
| Sum | 103705707.9 |
| Variance | 817.4495204 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23267 | 1.3% |
| 98 | 4987 | 0.3% |
| 99 | 4645 | 0.3% |
| 97 | 4637 | 0.3% |
| 96 | 4568 | 0.3% |
| 95 | 4271 | 0.2% |
| 94 | 4094 | 0.2% |
| 93 | 3818 | 0.2% |
| 92 | 3750 | 0.2% |
| 90 | 3512 | 0.2% |
| Other values (1449) | 1744222 | |
| (Missing) | 21354 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 23267 | |
| 0.1 | 1882 | 0.1% |
| 0.2 | 1642 | 0.1% |
| 0.3 | 1375 | 0.1% |
| 0.4 | 1180 | 0.1% |
| Value | Count | Frequency (%) |
| 339.6 | 1 | |
| 318.2 | 1 | |
| 255.2 | 1 | |
| 252.3 | 1 | |
| 215.7 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00866060067 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1812911 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1059726037 |
|---|---|
| Coefficient of variation (CV) | 12.23617249 |
| Kurtosis | 594.4600662 |
| Mean | 0.00866060067 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.96674537 |
| Sum | 15824 |
| Variance | 0.01123019273 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1812911 | |
| 1 | 13035 | 0.7% |
| 2 | 934 | 0.1% |
| 3 | 150 | < 0.1% |
| 4 | 54 | < 0.1% |
| 5 | 17 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 5 | < 0.1% |
| 9 | 5 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1812911 | |
| 1 | 13035 | 0.7% |
| 2 | 934 | 0.1% |
| 3 | 150 | < 0.1% |
| 4 | 54 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 5 | |
| 8 | 1 | < 0.1% |
| 7 | 5 | |
| 6 | 12 |
delinq_amnt
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 2278 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.2313799 |
| Minimum | 0 |
|---|---|
| Maximum | 185408 |
| Zeros | 1821205 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 185408 |
| Range | 185408 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 706.5182787 |
|---|---|
| Coefficient of variation (CV) | 57.7627614 |
| Kurtosis | 11667.62515 |
| Mean | 12.2313799 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 93.79664799 |
| Sum | 22348260 |
| Variance | 499168.0781 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1821205 | |
| 25 | 101 | < 0.1% |
| 65000 | 85 | < 0.1% |
| 30 | 76 | < 0.1% |
| 54 | 59 | < 0.1% |
| 53 | 58 | < 0.1% |
| 75 | 55 | < 0.1% |
| 50 | 53 | < 0.1% |
| 56 | 50 | < 0.1% |
| 57 | 47 | < 0.1% |
| Other values (2268) | 5336 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 1821205 | |
| 1 | 8 | < 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 185408 | 1 | |
| 159177 | 1 | |
| 138474 | 1 | |
| 130778 | 1 | |
| 110626 | 1 |
mo_sin_old_il_acct
Real number (ℝ)
| Distinct | 556 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 56895 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.9513114 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 96 |
| median | 130 |
| Q3 | 154 |
| 95-th percentile | 213 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 58 |
Descriptive statistics
| Standard deviation | 53.31117233 |
|---|---|
| Coefficient of variation (CV) | 0.4232681005 |
| Kurtosis | 1.85967641 |
| Mean | 125.9513114 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.3478758941 |
| Sum | 222962790 |
| Variance | 2842.081095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 130 | 20845 | 1.1% |
| 129 | 20685 | 1.1% |
| 132 | 20665 | 1.1% |
| 128 | 20654 | 1.1% |
| 133 | 20640 | 1.1% |
| 126 | 20603 | 1.1% |
| 127 | 20598 | 1.1% |
| 134 | 20588 | 1.1% |
| 125 | 20585 | 1.1% |
| 131 | 20410 | 1.1% |
| Other values (546) | 1563957 | |
| (Missing) | 56895 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 13 | < 0.1% |
| 1 | 419 | < 0.1% |
| 2 | 785 | |
| 3 | 1132 | |
| 4 | 1311 |
| Value | Count | Frequency (%) |
| 999 | 2 | |
| 848 | 1 | |
| 827 | 1 | |
| 822 | 1 | |
| 808 | 1 |
mo_sin_old_rev_tl_op
Real number (ℝ)
| Distinct | 777 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.1875854 |
| Minimum | 1 |
|---|---|
| Maximum | 901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 117 |
| median | 164 |
| Q3 | 233 |
| 95-th percentile | 369 |
| Maximum | 901 |
| Range | 900 |
| Interquartile range (IQR) | 116 |
Descriptive statistics
| Standard deviation | 97.24242492 |
|---|---|
| Coefficient of variation (CV) | 0.5337489088 |
| Kurtosis | 1.31070842 |
| Mean | 182.1875854 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 0.9959687674 |
| Sum | 332879492 |
| Variance | 9456.089204 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 132 | 10380 | 0.6% |
| 136 | 10352 | 0.6% |
| 131 | 10269 | 0.6% |
| 134 | 10249 | 0.6% |
| 135 | 10235 | 0.6% |
| 130 | 10219 | 0.6% |
| 133 | 10179 | 0.6% |
| 139 | 10083 | 0.6% |
| 140 | 10076 | 0.6% |
| 137 | 10074 | 0.6% |
| Other values (767) | 1725009 |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 13 | < 0.1% |
| 5 | 38 |
| Value | Count | Frequency (%) |
| 901 | 1 | |
| 852 | 1 | |
| 851 | 1 | |
| 836 | 1 | |
| 826 | 1 |
mo_sin_rcnt_rev_tl_op
Real number (ℝ)
| Distinct | 326 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.16739687 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 27549 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 46 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 17.67543463 |
|---|---|
| Coefficient of variation (CV) | 1.247613432 |
| Kurtosis | 21.45826044 |
| Mean | 14.16739687 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.56517201 |
| Sum | 25885605 |
| Variance | 312.4209894 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 138236 | 7.6% |
| 3 | 133804 | 7.3% |
| 4 | 122698 | 6.7% |
| 1 | 112757 | 6.2% |
| 5 | 110563 | 6.1% |
| 6 | 98069 | 5.4% |
| 7 | 89812 | 4.9% |
| 8 | 80253 | 4.4% |
| 9 | 71240 | 3.9% |
| 10 | 65020 | 3.6% |
| Other values (316) | 804673 |
| Value | Count | Frequency (%) |
| 0 | 27549 | 1.5% |
| 1 | 112757 | |
| 2 | 138236 | |
| 3 | 133804 | |
| 4 | 122698 |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 438 | 1 | |
| 406 | 1 | |
| 404 | 1 | |
| 396 | 1 |
mo_sin_rcnt_tl
Real number (ℝ)
| Distinct | 225 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.366697407 |
| Minimum | 0 |
|---|---|
| Maximum | 368 |
| Zeros | 28524 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 24 |
| Maximum | 368 |
| Range | 368 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 9.24240423 |
|---|---|
| Coefficient of variation (CV) | 1.10466577 |
| Kurtosis | 43.58810857 |
| Mean | 8.366697407 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.521827807 |
| Sum | 15287002 |
| Variance | 85.42203594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 194202 | 10.6% |
| 3 | 189138 | 10.4% |
| 4 | 168893 | 9.2% |
| 1 | 148166 | 8.1% |
| 5 | 146225 | 8.0% |
| 6 | 126865 | 6.9% |
| 7 | 113200 | 6.2% |
| 8 | 95968 | 5.3% |
| 9 | 80746 | 4.4% |
| 10 | 69153 | 3.8% |
| Other values (215) | 494569 |
| Value | Count | Frequency (%) |
| 0 | 28524 | 1.6% |
| 1 | 148166 | |
| 2 | 194202 | |
| 3 | 189138 | |
| 4 | 168893 |
| Value | Count | Frequency (%) |
| 368 | 1 | |
| 353 | 1 | |
| 309 | 1 | |
| 289 | 1 | |
| 285 | 1 |
mort_acc
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.56832127 |
| Minimum | 0 |
|---|---|
| Maximum | 94 |
| Zeros | 759908 |
| Zeros (%) | 41.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 94 |
| Range | 94 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.90563367 |
|---|---|
| Coefficient of variation (CV) | 1.215078637 |
| Kurtosis | 11.36708498 |
| Mean | 1.56832127 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.795261478 |
| Sum | 2865519 |
| Variance | 3.631439685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 759908 | |
| 1 | 325794 | |
| 2 | 272116 | 14.9% |
| 3 | 193771 | 10.6% |
| 4 | 125489 | 6.9% |
| 5 | 72227 | 4.0% |
| 6 | 38892 | 2.1% |
| 7 | 19199 | 1.1% |
| 8 | 9502 | 0.5% |
| 9 | 4696 | 0.3% |
| Other values (34) | 5531 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 759908 | |
| 1 | 325794 | |
| 2 | 272116 | 14.9% |
| 3 | 193771 | 10.6% |
| 4 | 125489 | 6.9% |
| Value | Count | Frequency (%) |
| 94 | 1 | |
| 87 | 1 | |
| 61 | 1 | |
| 51 | 1 | |
| 47 | 1 |
mths_since_recent_bc
Real number (ℝ)
| Distinct | 533 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 19238 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.07679739 |
| Minimum | 0 |
|---|---|
| Maximum | 661 |
| Zeros | 10906 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 14 |
| Q3 | 30 |
| 95-th percentile | 90 |
| Maximum | 661 |
| Range | 661 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 32.56258218 |
|---|---|
| Coefficient of variation (CV) | 1.298514387 |
| Kurtosis | 20.05359375 |
| Mean | 25.07679739 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 3.471486578 |
| Sum | 45336016 |
| Variance | 1060.321758 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 86073 | 4.7% |
| 2 | 83681 | 4.6% |
| 4 | 82729 | 4.5% |
| 5 | 78085 | 4.3% |
| 6 | 72492 | 4.0% |
| 7 | 68627 | 3.8% |
| 8 | 64345 | 3.5% |
| 9 | 59714 | 3.3% |
| 1 | 56677 | 3.1% |
| 10 | 56617 | 3.1% |
| Other values (523) | 1098847 |
| Value | Count | Frequency (%) |
| 0 | 10906 | 0.6% |
| 1 | 56677 | |
| 2 | 83681 | |
| 3 | 86073 | |
| 4 | 82729 |
| Value | Count | Frequency (%) |
| 661 | 1 | |
| 656 | 1 | |
| 640 | 1 | |
| 639 | 1 | |
| 615 | 1 |
mths_since_recent_bc_dlq
Real number (ℝ)
| Distinct | 174 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1396890 |
| Missing (%) | 76.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.32475275 |
| Minimum | 0 |
|---|---|
| Maximum | 195 |
| Zeros | 673 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 21 |
| median | 37 |
| Q3 | 57 |
| 95-th percentile | 77 |
| Maximum | 195 |
| Range | 195 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 22.62552826 |
|---|---|
| Coefficient of variation (CV) | 0.5753508078 |
| Kurtosis | -0.61072066 |
| Mean | 39.32475275 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.3368570916 |
| Sum | 16918885 |
| Variance | 511.9145292 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 6646 | 0.4% |
| 26 | 6635 | 0.4% |
| 25 | 6597 | 0.4% |
| 35 | 6583 | 0.4% |
| 30 | 6578 | 0.4% |
| 43 | 6577 | 0.4% |
| 19 | 6574 | 0.4% |
| 22 | 6547 | 0.4% |
| 45 | 6533 | 0.4% |
| 32 | 6529 | 0.4% |
| Other values (164) | 364436 | 19.9% |
| (Missing) | 1396890 |
| Value | Count | Frequency (%) |
| 0 | 673 | < 0.1% |
| 1 | 2154 | |
| 2 | 2478 | |
| 3 | 3462 | |
| 4 | 4020 |
| Value | Count | Frequency (%) |
| 195 | 1 | |
| 194 | 1 | |
| 190 | 1 | |
| 189 | 1 | |
| 188 | 1 |
mths_since_recent_inq
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 206528 |
| Missing (%) | 11.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.09087577 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 135908 |
| Zeros (%) | 7.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.979832126 |
|---|---|
| Coefficient of variation (CV) | 0.8433136216 |
| Kurtosis | -0.06799542129 |
| Mean | 7.09087577 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.8761377912 |
| Sum | 11491452 |
| Variance | 35.75839225 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 172452 | 9.4% |
| 2 | 141718 | 7.8% |
| 0 | 135908 | 7.4% |
| 3 | 129187 | 7.1% |
| 4 | 118648 | 6.5% |
| 5 | 105729 | 5.8% |
| 6 | 95067 | 5.2% |
| 7 | 90144 | 4.9% |
| 8 | 80013 | 4.4% |
| 9 | 70708 | 3.9% |
| Other values (16) | 481023 | |
| (Missing) | 206528 |
| Value | Count | Frequency (%) |
| 0 | 135908 | |
| 1 | 172452 | |
| 2 | 141718 | |
| 3 | 129187 | |
| 4 | 118648 |
| Value | Count | Frequency (%) |
| 25 | 27 | < 0.1% |
| 24 | 7817 | |
| 23 | 15530 | |
| 22 | 16870 | |
| 21 | 18470 |
mths_since_recent_revol_delinq
Real number (ℝ)
| Distinct | 175 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1216894 |
| Missing (%) | 66.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.80411844 |
| Minimum | 0 |
|---|---|
| Maximum | 197 |
| Zeros | 1113 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 17 |
| median | 33 |
| Q3 | 51 |
| 95-th percentile | 76 |
| Maximum | 197 |
| Range | 197 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.31587875 |
|---|---|
| Coefficient of variation (CV) | 0.6232768665 |
| Kurtosis | -0.4793363499 |
| Mean | 35.80411844 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4969502577 |
| Sum | 21848783 |
| Variance | 497.9984443 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 11068 | 0.6% |
| 13 | 10862 | 0.6% |
| 15 | 10498 | 0.6% |
| 14 | 10468 | 0.6% |
| 19 | 10467 | 0.6% |
| 18 | 10300 | 0.6% |
| 16 | 10268 | 0.6% |
| 9 | 10229 | 0.6% |
| 21 | 10181 | 0.6% |
| 22 | 10131 | 0.6% |
| Other values (165) | 505759 | |
| (Missing) | 1216894 |
| Value | Count | Frequency (%) |
| 0 | 1113 | 0.1% |
| 1 | 3961 | |
| 2 | 4759 | |
| 3 | 6490 | |
| 4 | 7536 |
| Value | Count | Frequency (%) |
| 197 | 1 | |
| 190 | 1 | |
| 188 | 1 | |
| 183 | 1 | |
| 178 | 1 |
num_accts_ever_120_pd
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4993582815 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 1409969 |
| Zeros (%) | 77.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.353825132 |
|---|---|
| Coefficient of variation (CV) | 2.711129828 |
| Kurtosis | 52.65693649 |
| Mean | 0.4993582815 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.448595546 |
| Sum | 912390 |
| Variance | 1.832842488 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1409969 | |
| 1 | 223489 | 12.2% |
| 2 | 87938 | 4.8% |
| 3 | 40317 | 2.2% |
| 4 | 23791 | 1.3% |
| 5 | 14252 | 0.8% |
| 6 | 9220 | 0.5% |
| 7 | 5853 | 0.3% |
| 8 | 3869 | 0.2% |
| 9 | 2527 | 0.1% |
| Other values (34) | 5900 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 1409969 | |
| 1 | 223489 | 12.2% |
| 2 | 87938 | 4.8% |
| 3 | 40317 | 2.2% |
| 4 | 23791 | 1.3% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 51 | 1 | |
| 45 | 1 | |
| 42 | 1 | |
| 39 | 2 |
num_actv_bc_tl
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.667674078 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 41797 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.322610059 |
|---|---|
| Coefficient of variation (CV) | 0.6332651183 |
| Kurtosis | 4.728333207 |
| Mean | 3.667674078 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.484620445 |
| Sum | 6701299 |
| Variance | 5.394517486 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 383096 | |
| 2 | 371263 | |
| 4 | 297330 | |
| 1 | 215413 | |
| 5 | 199655 | |
| 6 | 126392 | 6.9% |
| 7 | 75918 | 4.2% |
| 8 | 45616 | 2.5% |
| 0 | 41797 | 2.3% |
| 9 | 27451 | 1.5% |
| Other values (30) | 43194 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 41797 | 2.3% |
| 1 | 215413 | |
| 2 | 371263 | |
| 3 | 383096 | |
| 4 | 297330 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 48 | 2 | |
| 47 | 1 | |
| 46 | 1 | |
| 45 | 1 |
num_actv_rev_tl
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.603545461 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 9621 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.373372369 |
|---|---|
| Coefficient of variation (CV) | 0.6020067816 |
| Kurtosis | 5.069108345 |
| Mean | 5.603545461 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.5827864 |
| Sum | 10238378 |
| Variance | 11.37964114 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 279222 | |
| 3 | 259537 | |
| 5 | 253308 | |
| 6 | 206407 | |
| 2 | 179950 | |
| 7 | 158941 | |
| 8 | 116803 | |
| 9 | 84591 | 4.6% |
| 1 | 71897 | 3.9% |
| 10 | 59630 | 3.3% |
| Other values (45) | 156839 |
| Value | Count | Frequency (%) |
| 0 | 9621 | 0.5% |
| 1 | 71897 | 3.9% |
| 2 | 179950 | |
| 3 | 259537 | |
| 4 | 279222 |
| Value | Count | Frequency (%) |
| 72 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 59 | 3 | |
| 57 | 2 | |
| 54 | 1 | < 0.1% |
num_bc_sats
Real number (ℝ)
| Distinct | 58 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.77402805 |
| Minimum | 0 |
|---|---|
| Maximum | 71 |
| Zeros | 19544 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 71 |
| Range | 71 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.043577252 |
|---|---|
| Coefficient of variation (CV) | 0.6375281462 |
| Kurtosis | 6.807570507 |
| Mean | 4.77402805 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.755660285 |
| Sum | 8722746 |
| Variance | 9.26336249 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 316253 | |
| 4 | 298252 | |
| 2 | 253784 | |
| 5 | 239653 | |
| 6 | 178096 | |
| 7 | 125046 | 6.8% |
| 1 | 123607 | 6.8% |
| 8 | 85971 | 4.7% |
| 9 | 58536 | 3.2% |
| 10 | 39376 | 2.2% |
| Other values (48) | 108551 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 19544 | 1.1% |
| 1 | 123607 | 6.8% |
| 2 | 253784 | |
| 3 | 316253 | |
| 4 | 298252 |
| Value | Count | Frequency (%) |
| 71 | 1 | |
| 69 | 1 | |
| 64 | 1 | |
| 61 | 1 | |
| 59 | 1 |
num_bc_tl
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.707460628 |
| Minimum | 0 |
|---|---|
| Maximum | 86 |
| Zeros | 4680 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.692998019 |
|---|---|
| Coefficient of variation (CV) | 0.6088903006 |
| Kurtosis | 3.9625695 |
| Mean | 7.707460628 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.433500122 |
| Sum | 14082494 |
| Variance | 22.0242304 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 193465 | |
| 4 | 186490 | |
| 6 | 186466 | |
| 7 | 170356 | |
| 3 | 153775 | |
| 8 | 150417 | |
| 9 | 126890 | 6.9% |
| 10 | 105110 | 5.8% |
| 2 | 101068 | 5.5% |
| 11 | 85811 | 4.7% |
| Other values (65) | 367277 |
| Value | Count | Frequency (%) |
| 0 | 4680 | 0.3% |
| 1 | 40226 | 2.2% |
| 2 | 101068 | |
| 3 | 153775 | |
| 4 | 186490 |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 85 | 1 | |
| 82 | 1 | |
| 79 | 1 | |
| 77 | 1 |
num_il_tl
Real number (ℝ)
| Distinct | 116 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.411606759 |
| Minimum | 0 |
|---|---|
| Maximum | 150 |
| Zeros | 57013 |
| Zeros (%) | 3.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 150 |
| Range | 150 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.35121012 |
|---|---|
| Coefficient of variation (CV) | 0.873936494 |
| Kurtosis | 7.734557917 |
| Mean | 8.411606759 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.099149146 |
| Sum | 15369057 |
| Variance | 54.04029024 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 159045 | 8.7% |
| 3 | 158627 | 8.7% |
| 5 | 150576 | 8.2% |
| 2 | 144645 | 7.9% |
| 6 | 138159 | 7.6% |
| 7 | 123545 | 6.8% |
| 1 | 111106 | 6.1% |
| 8 | 107734 | 5.9% |
| 9 | 93133 | 5.1% |
| 10 | 80712 | 4.4% |
| Other values (106) | 559843 |
| Value | Count | Frequency (%) |
| 0 | 57013 | 3.1% |
| 1 | 111106 | |
| 2 | 144645 | |
| 3 | 158627 | |
| 4 | 159045 |
| Value | Count | Frequency (%) |
| 150 | 1 | |
| 138 | 1 | |
| 132 | 1 | |
| 131 | 1 | |
| 130 | 1 |
num_op_rev_tl
Real number (ℝ)
| Distinct | 80 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.233844428 |
| Minimum | 0 |
|---|---|
| Maximum | 91 |
| Zeros | 931 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 91 |
| Range | 91 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.688064283 |
|---|---|
| Coefficient of variation (CV) | 0.5693651762 |
| Kurtosis | 4.801383561 |
| Mean | 8.233844428 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.535342315 |
| Sum | 15044263 |
| Variance | 21.97794672 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 197767 | |
| 5 | 193417 | |
| 7 | 185485 | |
| 4 | 169453 | |
| 8 | 165087 | |
| 9 | 141096 | 7.7% |
| 3 | 122438 | 6.7% |
| 10 | 117872 | 6.5% |
| 11 | 95346 | 5.2% |
| 12 | 76640 | 4.2% |
| Other values (70) | 362524 |
| Value | Count | Frequency (%) |
| 0 | 931 | 0.1% |
| 1 | 15627 | 0.9% |
| 2 | 65536 | 3.6% |
| 3 | 122438 | |
| 4 | 169453 |
| Value | Count | Frequency (%) |
| 91 | 3 | |
| 86 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
num_rev_accts
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.98086994 |
| Minimum | 2 |
|---|---|
| Maximum | 151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 29 |
| Maximum | 151 |
| Range | 149 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.038425865 |
|---|---|
| Coefficient of variation (CV) | 0.574958919 |
| Kurtosis | 3.475631329 |
| Mean | 13.98086994 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.373476476 |
| Sum | 25544783 |
| Variance | 64.61629039 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 110993 | 6.1% |
| 9 | 110233 | 6.0% |
| 8 | 108340 | 5.9% |
| 11 | 107862 | 5.9% |
| 12 | 103057 | 5.6% |
| 7 | 102113 | 5.6% |
| 13 | 97035 | 5.3% |
| 6 | 92070 | 5.0% |
| 14 | 89570 | 4.9% |
| 15 | 82776 | 4.5% |
| Other values (104) | 823075 |
| Value | Count | Frequency (%) |
| 2 | 17830 | 1.0% |
| 3 | 37231 | |
| 4 | 58377 | |
| 5 | 76923 | |
| 6 | 92070 |
| Value | Count | Frequency (%) |
| 151 | 1 | |
| 143 | 1 | |
| 127 | 2 | |
| 119 | 1 | |
| 118 | 1 |
num_rev_tl_bal_gt_0
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.553054662 |
| Minimum | 0 |
|---|---|
| Maximum | 65 |
| Zeros | 9462 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.284532137 |
|---|---|
| Coefficient of variation (CV) | 0.5914820467 |
| Kurtosis | 4.233935537 |
| Mean | 5.553054662 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.47884568 |
| Sum | 10146125 |
| Variance | 10.78815136 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 281192 | |
| 3 | 261258 | |
| 5 | 255413 | |
| 6 | 207810 | |
| 2 | 180607 | |
| 7 | 159698 | |
| 8 | 116876 | |
| 9 | 84328 | 4.6% |
| 1 | 71707 | 3.9% |
| 10 | 59003 | 3.2% |
| Other values (40) | 149233 |
| Value | Count | Frequency (%) |
| 0 | 9462 | 0.5% |
| 1 | 71707 | 3.9% |
| 2 | 180607 | |
| 3 | 261258 | |
| 4 | 281192 |
| Value | Count | Frequency (%) |
| 65 | 1 | < 0.1% |
| 59 | 2 | |
| 55 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 45 | 3 |
num_sats
Real number (ℝ)
| Distinct | 89 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.62471807 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 48 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.655775324 |
|---|---|
| Coefficient of variation (CV) | 0.4865301068 |
| Kurtosis | 3.412944852 |
| Mean | 11.62471807 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.315175232 |
| Sum | 21239813 |
| Variance | 31.98779451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 158062 | 8.7% |
| 10 | 153081 | 8.4% |
| 8 | 152691 | 8.4% |
| 11 | 141187 | 7.7% |
| 7 | 139796 | 7.7% |
| 12 | 126632 | 6.9% |
| 6 | 117708 | 6.4% |
| 13 | 110693 | 6.1% |
| 14 | 95587 | 5.2% |
| 5 | 87842 | 4.8% |
| Other values (79) | 543846 |
| Value | Count | Frequency (%) |
| 0 | 48 | < 0.1% |
| 1 | 1382 | 0.1% |
| 2 | 8529 | 0.5% |
| 3 | 25934 | |
| 4 | 54966 |
| Value | Count | Frequency (%) |
| 101 | 1 | |
| 97 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 91 | 1 |
num_tl_120dpd_2m
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 68149 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0006355970747 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 1757916 |
| Zeros (%) | 96.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.02696836191 |
|---|---|
| Coefficient of variation (CV) | 42.42996543 |
| Kurtosis | 5043.411106 |
| Mean | 0.0006355970747 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 54.07373823 |
| Sum | 1118 |
| Variance | 0.0007272925439 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1757916 | |
| 1 | 1014 | 0.1% |
| 2 | 39 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 68149 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 1757916 | |
| 1 | 1014 | 0.1% |
| 2 | 39 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 39 | < 0.1% |
| 1 | 1014 |
num_tl_30dpd
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00279345967 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 1822304 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.05608731222 |
|---|---|
| Coefficient of variation (CV) | 20.07808196 |
| Kurtosis | 644.2847659 |
| Mean | 0.00279345967 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.79268121 |
| Sum | 5104 |
| Variance | 0.003145786592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1822304 | |
| 1 | 4577 | 0.3% |
| 2 | 212 | < 0.1% |
| 3 | 25 | < 0.1% |
| 4 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1822304 | |
| 1 | 4577 | 0.3% |
| 2 | 212 | < 0.1% |
| 3 | 25 | < 0.1% |
| 4 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 7 | < 0.1% |
| 3 | 25 | < 0.1% |
| 2 | 212 | < 0.1% |
| 1 | 4577 | 0.3% |
| 0 | 1822304 |
num_tl_90g_dpd_24m
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08219853595 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 1730369 |
| Zeros (%) | 94.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4928441021 |
|---|---|
| Coefficient of variation (CV) | 5.995777131 |
| Kurtosis | 475.9262422 |
| Mean | 0.08219853595 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.04198296 |
| Sum | 150187 |
| Variance | 0.242895309 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1730369 | |
| 1 | 72912 | 4.0% |
| 2 | 13897 | 0.8% |
| 3 | 3849 | 0.2% |
| 4 | 2172 | 0.1% |
| 5 | 1175 | 0.1% |
| 6 | 868 | < 0.1% |
| 7 | 513 | < 0.1% |
| 8 | 385 | < 0.1% |
| 9 | 293 | < 0.1% |
| Other values (23) | 692 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1730369 | |
| 1 | 72912 | 4.0% |
| 2 | 13897 | 0.8% |
| 3 | 3849 | 0.2% |
| 4 | 2172 | 0.1% |
| Value | Count | Frequency (%) |
| 58 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 30 | 3 |
num_tl_op_past_12m
Real number (ℝ)
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.055301635 |
| Minimum | 0 |
|---|---|
| Maximum | 31 |
| Zeros | 352610 |
| Zeros (%) | 19.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.820151799 |
|---|---|
| Coefficient of variation (CV) | 0.8855886495 |
| Kurtosis | 4.703645049 |
| Mean | 2.055301635 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.506263942 |
| Sum | 3755293 |
| Variance | 3.312952573 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 469971 | |
| 2 | 402720 | |
| 0 | 352610 | |
| 3 | 277307 | |
| 4 | 160154 | 8.8% |
| 5 | 79870 | 4.4% |
| 6 | 39654 | 2.2% |
| 7 | 20988 | 1.1% |
| 8 | 10556 | 0.6% |
| 9 | 5762 | 0.3% |
| Other values (22) | 7533 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 352610 | |
| 1 | 469971 | |
| 2 | 402720 | |
| 3 | 277307 | |
| 4 | 160154 | 8.8% |
| Value | Count | Frequency (%) |
| 31 | 1 | |
| 30 | 2 | |
| 29 | 1 | |
| 28 | 2 | |
| 27 | 1 |
pct_tl_nvr_dlq
Real number (ℝ)
| Distinct | 673 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 135 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.13426833 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 91.3 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 8.7 |
Descriptive statistics
| Standard deviation | 9.035452078 |
|---|---|
| Coefficient of variation (CV) | 0.09598472733 |
| Kurtosis | 6.864416823 |
| Mean | 94.13426833 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.282121678 |
| Sum | 171982366.9 |
| Variance | 81.63939425 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 926413 | |
| 90 | 24100 | 1.3% |
| 95 | 22190 | 1.2% |
| 91.7 | 19600 | 1.1% |
| 90.9 | 19477 | 1.1% |
| 92.3 | 19205 | 1.1% |
| 88.9 | 19049 | 1.0% |
| 96 | 18890 | 1.0% |
| 87.5 | 18683 | 1.0% |
| 92.9 | 18530 | 1.0% |
| Other values (663) | 720853 |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 5.9 | 1 | < 0.1% |
| 6.7 | 1 | < 0.1% |
| 7.1 | 2 | < 0.1% |
| 7.7 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 926413 | |
| 99.4 | 1 | < 0.1% |
| 99.3 | 1 | < 0.1% |
| 99.2 | 8 | < 0.1% |
| 99.1 | 13 | < 0.1% |
percent_bc_gt_75
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20805 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.8110995 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 506169 |
| Zeros (%) | 27.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 33.3 |
| Q3 | 66.7 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 66.7 |
Descriptive statistics
| Standard deviation | 36.17847802 |
|---|---|
| Coefficient of variation (CV) | 0.8652840622 |
| Kurtosis | -1.238280621 |
| Mean | 41.8110995 |
| Median Absolute Deviation (MAD) | 33.3 |
| Skewness | 0.3352143677 |
| Sum | 75524225.24 |
| Variance | 1308.882272 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 506169 | |
| 100 | 302290 | |
| 50 | 190746 | 10.4% |
| 33.3 | 122084 | 6.7% |
| 66.7 | 109703 | 6.0% |
| 25 | 81568 | 4.5% |
| 75 | 61529 | 3.4% |
| 20 | 54155 | 3.0% |
| 40 | 45616 | 2.5% |
| 60 | 38750 | 2.1% |
| Other values (262) | 293710 |
| Value | Count | Frequency (%) |
| 0 | 506169 | |
| 0.14 | 1 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.2 | 6 | < 0.1% |
| 0.25 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 302290 | |
| 95.8 | 1 | < 0.1% |
| 95.2 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94.7 | 6 | < 0.1% |
pub_rec_bankruptcies
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1307677362 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1602654 |
| Zeros (%) | 87.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3674525485 |
|---|---|
| Coefficient of variation (CV) | 2.809963369 |
| Kurtosis | 17.90064282 |
| Mean | 0.1307677362 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.312733718 |
| Sum | 238929 |
| Variance | 0.1350213754 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1602654 | |
| 1 | 213480 | 11.7% |
| 2 | 8556 | 0.5% |
| 3 | 1754 | 0.1% |
| 4 | 450 | < 0.1% |
| 5 | 155 | < 0.1% |
| 6 | 50 | < 0.1% |
| 7 | 17 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 2 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1602654 | |
| 1 | 213480 | 11.7% |
| 2 | 8556 | 0.5% |
| 3 | 1754 | 0.1% |
| 4 | 450 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 8 | 5 | < 0.1% |
| 7 | 17 |
tax_liens
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04798084422 |
| Minimum | 0 |
|---|---|
| Maximum | 61 |
| Zeros | 1773569 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 61 |
| Range | 61 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3757081691 |
|---|---|
| Coefficient of variation (CV) | 7.830378459 |
| Kurtosis | 2106.046748 |
| Mean | 0.04798084422 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 25.83376408 |
| Sum | 87667 |
| Variance | 0.1411566283 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1773569 | |
| 1 | 36084 | 2.0% |
| 2 | 10145 | 0.6% |
| 3 | 3677 | 0.2% |
| 4 | 1665 | 0.1% |
| 5 | 866 | < 0.1% |
| 6 | 471 | < 0.1% |
| 7 | 218 | < 0.1% |
| 8 | 143 | < 0.1% |
| 9 | 89 | < 0.1% |
| Other values (29) | 198 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1773569 | |
| 1 | 36084 | 2.0% |
| 2 | 10145 | 0.6% |
| 3 | 3677 | 0.2% |
| 4 | 1665 | 0.1% |
| Value | Count | Frequency (%) |
| 61 | 2 | |
| 53 | 1 | |
| 52 | 1 | |
| 48 | 1 | |
| 46 | 1 |
tot_hi_cred_lim
Real number (ℝ)
| Distinct | 501311 |
|---|---|
| Distinct (%) | 27.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180243.6652 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 57 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19000 |
| Q1 | 51250 |
| median | 116511 |
| Q3 | 260728 |
| 95-th percentile | 514949.8 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 209478 |
Descriptive statistics
| Standard deviation | 182876.6755 |
|---|---|
| Coefficient of variation (CV) | 1.01460806 |
| Kurtosis | 79.46438821 |
| Mean | 180243.6652 |
| Median Absolute Deviation (MAD) | 80666 |
| Skewness | 3.739302574 |
| Sum | 3.293277068 × 1011 |
| Variance | 3.344387845 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15000 | 609 | < 0.1% |
| 12500 | 603 | < 0.1% |
| 13000 | 586 | < 0.1% |
| 13500 | 580 | < 0.1% |
| 11000 | 572 | < 0.1% |
| 17000 | 572 | < 0.1% |
| 17500 | 571 | < 0.1% |
| 14000 | 570 | < 0.1% |
| 16500 | 569 | < 0.1% |
| 16000 | 569 | < 0.1% |
| Other values (501301) | 1821324 |
| Value | Count | Frequency (%) |
| 0 | 57 | |
| 100 | 1 | < 0.1% |
| 119 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 200 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 12 | |
| 9375662 | 1 | < 0.1% |
| 8700253 | 1 | < 0.1% |
| 6057411 | 1 | < 0.1% |
| 5915440 | 1 | < 0.1% |
total_bal_ex_mort
Real number (ℝ)
| Distinct | 202944 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51298.31288 |
| Minimum | 0 |
|---|---|
| Maximum | 2921551 |
| Zeros | 1309 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6550 |
| Q1 | 20933 |
| median | 38011 |
| Q3 | 64709 |
| 95-th percentile | 139833.6 |
| Maximum | 2921551 |
| Range | 2921551 |
| Interquartile range (IQR) | 43776 |
Descriptive statistics
| Standard deviation | 50191.28016 |
|---|---|
| Coefficient of variation (CV) | 0.978419705 |
| Kurtosis | 51.36569794 |
| Mean | 51298.31288 |
| Median Absolute Deviation (MAD) | 20083 |
| Skewness | 4.010014136 |
| Sum | 9.372842992 × 1010 |
| Variance | 2519164604 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1309 | 0.1% |
| 20275 | 50 | < 0.1% |
| 19095 | 50 | < 0.1% |
| 20346 | 50 | < 0.1% |
| 24006 | 49 | < 0.1% |
| 19855 | 49 | < 0.1% |
| 24214 | 49 | < 0.1% |
| 23068 | 49 | < 0.1% |
| 27257 | 48 | < 0.1% |
| 20317 | 48 | < 0.1% |
| Other values (202934) | 1825374 |
| Value | Count | Frequency (%) |
| 0 | 1309 | |
| 1 | 19 | < 0.1% |
| 2 | 14 | < 0.1% |
| 3 | 21 | < 0.1% |
| 4 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 2921551 | 1 | |
| 2698600 | 1 | |
| 2688920 | 1 | |
| 2644442 | 1 | |
| 2336791 | 1 |
total_bc_limit
Real number (ℝ)
| Distinct | 15856 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23543.45328 |
| Minimum | 0 |
|---|---|
| Maximum | 1569000 |
| Zeros | 20805 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 8400 |
| median | 16500 |
| Q3 | 30800 |
| 95-th percentile | 68200 |
| Maximum | 1569000 |
| Range | 1569000 |
| Interquartile range (IQR) | 22400 |
Descriptive statistics
| Standard deviation | 23283.33465 |
|---|---|
| Coefficient of variation (CV) | 0.9889515516 |
| Kurtosis | 30.44988095 |
| Mean | 23543.45328 |
| Median Absolute Deviation (MAD) | 9800 |
| Skewness | 2.963604979 |
| Sum | 4.301683208 × 1010 |
| Variance | 542113672.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20805 | 1.1% |
| 5000 | 13918 | 0.8% |
| 6000 | 12433 | 0.7% |
| 10000 | 12169 | 0.7% |
| 7000 | 11790 | 0.6% |
| 8000 | 11537 | 0.6% |
| 3000 | 11373 | 0.6% |
| 4000 | 11345 | 0.6% |
| 7500 | 11028 | 0.6% |
| 9000 | 10854 | 0.6% |
| Other values (15846) | 1699873 |
| Value | Count | Frequency (%) |
| 0 | 20805 | |
| 100 | 14 | < 0.1% |
| 200 | 213 | < 0.1% |
| 250 | 3 | < 0.1% |
| 251 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1569000 | 1 | |
| 1105500 | 1 | |
| 1090700 | 1 | |
| 760000 | 1 | |
| 719500 | 1 |
total_il_high_credit_limit
Real number (ℝ)
| Distinct | 185661 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43901.75179 |
| Minimum | 0 |
|---|---|
| Maximum | 2118996 |
| Zeros | 219702 |
| Zeros (%) | 12.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15000 |
| median | 32809 |
| Q3 | 59022 |
| 95-th percentile | 125876 |
| Maximum | 2118996 |
| Range | 2118996 |
| Interquartile range (IQR) | 44022 |
Descriptive statistics
| Standard deviation | 45264.63697 |
|---|---|
| Coefficient of variation (CV) | 1.031043982 |
| Kurtosis | 28.41970848 |
| Mean | 43901.75179 |
| Median Absolute Deviation (MAD) | 20809 |
| Skewness | 3.098977392 |
| Sum | 8.021398824 × 1010 |
| Variance | 2048887360 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 219702 | 12.0% |
| 10000 | 11183 | 0.6% |
| 15000 | 8640 | 0.5% |
| 20000 | 7117 | 0.4% |
| 5000 | 6862 | 0.4% |
| 12000 | 5482 | 0.3% |
| 25000 | 5131 | 0.3% |
| 6000 | 4608 | 0.3% |
| 8000 | 4346 | 0.2% |
| 7000 | 2962 | 0.2% |
| Other values (185651) | 1551092 |
| Value | Count | Frequency (%) |
| 0 | 219702 | |
| 36 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 59 | 1 | < 0.1% |
| 75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2118996 | 1 | |
| 2101913 | 1 | |
| 2000000 | 1 | |
| 1840000 | 1 | |
| 1665437 | 1 |
hardship_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| N | |
|---|---|
| Y | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 1827116 | |
| Y | 9 | < 0.1% |
Common Values (Plot)
disbursement_method
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| Cash | |
|---|---|
| DirectPay | 68992 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| Cash | 1758133 | |
| DirectPay | 68992 | 3.8% |
Common Values (Plot)
debt_settlement_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 MiB |
| N | |
|---|---|
| Y | 16950 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 1810175 | |
| Y | 16950 | 0.9% |
Common Values (Plot)
loan_status_dv
Real number (ℝ)
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9269201615 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 133526 |
| Zeros (%) | 7.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2602675793 |
|---|---|
| Coefficient of variation (CV) | 0.2807874832 |
| Kurtosis | 8.762533435 |
| Mean | 0.9269201615 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.280628574 |
| Sum | 1693599 |
| Variance | 0.06773921282 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 1 | 1693599 | |
| 0 | 133526 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 133526 | 7.3% |
| 1 | 1693599 |
| Value | Count | Frequency (%) |
| 1 | 1693599 | |
| 0 | 133526 | 7.3% |